{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.max_columns = 999"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "start_time = time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = [15, 15]\n",
    "plt.rcParams['figure.dpi'] = 100 # 200 e.g. is really fine, but slower"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "darfur = pd.read_csv('darfur/darfur_out.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>movement</th>\n",
       "      <th>date</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-01-16</td>\n",
       "      <td>12.950000</td>\n",
       "      <td>22.866670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-01-19</td>\n",
       "      <td>13.602467</td>\n",
       "      <td>26.691151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-01-20</td>\n",
       "      <td>12.899989</td>\n",
       "      <td>23.481064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-01-23</td>\n",
       "      <td>12.289150</td>\n",
       "      <td>22.467033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>116</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-02-28</td>\n",
       "      <td>13.441266</td>\n",
       "      <td>22.445404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2621</td>\n",
       "      <td>1</td>\n",
       "      <td>2009-03-21</td>\n",
       "      <td>13.633123</td>\n",
       "      <td>22.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2633</td>\n",
       "      <td>1</td>\n",
       "      <td>2009-03-21</td>\n",
       "      <td>12.540833</td>\n",
       "      <td>23.268383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2645</td>\n",
       "      <td>1</td>\n",
       "      <td>2009-03-22</td>\n",
       "      <td>13.665130</td>\n",
       "      <td>25.346891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2729</td>\n",
       "      <td>1</td>\n",
       "      <td>2009-03-29</td>\n",
       "      <td>13.766854</td>\n",
       "      <td>22.166906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2777</td>\n",
       "      <td>1</td>\n",
       "      <td>2009-04-04</td>\n",
       "      <td>12.055573</td>\n",
       "      <td>24.890583</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>147 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  movement        date   latitude  longitude\n",
       "0            25         1  2008-01-16  12.950000  22.866670\n",
       "1            28         1  2008-01-19  13.602467  26.691151\n",
       "2            30         1  2008-01-20  12.899989  23.481064\n",
       "3            42         1  2008-01-23  12.289150  22.467033\n",
       "4           116         1  2008-02-28  13.441266  22.445404\n",
       "..          ...       ...         ...        ...        ...\n",
       "142        2621         1  2009-03-21  13.633123  22.500000\n",
       "143        2633         1  2009-03-21  12.540833  23.268383\n",
       "144        2645         1  2009-03-22  13.665130  25.346891\n",
       "145        2729         1  2009-03-29  13.766854  22.166906\n",
       "146        2777         1  2009-04-04  12.055573  24.890583\n",
       "\n",
       "[147 rows x 5 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "darfur"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('2008-01-16', '2009-04-04')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "darfur.date.min(),darfur.date.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "darfur_movement = darfur[darfur.movement==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mihaicroicu/miniconda3/envs/nver/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n",
      "  warn(msg)\n"
     ]
    }
   ],
   "source": [
    "acled5 = pd.read_excel('darfur/acled5.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "acled5m = pd.read_excel('darfur/acled_monadic.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Violence against civilians', 'Remote violence',\n",
       "       'Battle-No change of territory', 'Riots/Protests',\n",
       "       'Battle-Government regains territory',\n",
       "       'Non-violent activity by a conflict actor',\n",
       "       'Non-violent transfer of territory',\n",
       "       'Headquarters or base established',\n",
       "       'Battle-Non-state actor overtakes territory'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acled5['EVENT_TYPE'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "acled5_subset = acled5[(acled5.EVENT_TYPE == 'Non-violent activity by a conflict actor') | (\n",
    "                       acled5.EVENT_TYPE == 'Non-violent transfer of territory') | (\n",
    "                       acled5.EVENT_TYPE == 'Headquarters or base established')\n",
    "            ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "acled5_subset = acled5_subset[(acled5_subset.YEAR.isin([2008,2009])) & (acled5_subset.COUNTRY.str.contains('sudan',case=False))]\n",
    "acled5_subset = acled5_subset[acled5_subset.EVENT_DATE<'2009-04-10']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GWNO</th>\n",
       "      <th>EVENT_ID_CNTY</th>\n",
       "      <th>EVENT_ID_NO_CNTY</th>\n",
       "      <th>EVENT_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>TIME_PRECISION</th>\n",
       "      <th>EVENT_TYPE</th>\n",
       "      <th>ACTOR1</th>\n",
       "      <th>ALLY_ACTOR_1</th>\n",
       "      <th>INTER1</th>\n",
       "      <th>ACTOR2</th>\n",
       "      <th>ALLY_ACTOR_2</th>\n",
       "      <th>INTER2</th>\n",
       "      <th>INTERACTION</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>ADMIN1</th>\n",
       "      <th>ADMIN2</th>\n",
       "      <th>ADMIN3</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>GEO_PRECIS</th>\n",
       "      <th>SOURCE</th>\n",
       "      <th>NOTES</th>\n",
       "      <th>FATALITIES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>82533</th>\n",
       "      <td>625</td>\n",
       "      <td>2228SUD</td>\n",
       "      <td>82534</td>\n",
       "      <td>2008-01-09</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Headquarters or base established</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>Al Geneina</td>\n",
       "      <td>El Geneina</td>\n",
       "      <td>13.450000</td>\n",
       "      <td>22.450000</td>\n",
       "      <td>2</td>\n",
       "      <td>BBC Monitoring, Al-Ayyam; BBCMEP0020080109e419...</td>\n",
       "      <td>1. The coordinates of Geneina were used. 2. BB...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82542</th>\n",
       "      <td>625</td>\n",
       "      <td>2237SUD</td>\n",
       "      <td>82543</td>\n",
       "      <td>2008-01-17</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>13.633333</td>\n",
       "      <td>25.350000</td>\n",
       "      <td>3</td>\n",
       "      <td>BBC Monitoring, Sudan Tribune, Agence France P...</td>\n",
       "      <td>1. JEM told Darfur envoys it is willing to mee...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82545</th>\n",
       "      <td>625</td>\n",
       "      <td>2240SUD</td>\n",
       "      <td>82546</td>\n",
       "      <td>2008-01-18</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>SLM/A-Wahid: Sudan Liberation Movement/Army (A...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Mellit</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>16.066667</td>\n",
       "      <td>25.466667</td>\n",
       "      <td>3</td>\n",
       "      <td>AllAfrica; AFNWS00020080118e41i001me</td>\n",
       "      <td>1. UN Special Envoy Jan Eliasson and AU counte...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82549</th>\n",
       "      <td>625</td>\n",
       "      <td>2244SUD</td>\n",
       "      <td>82550</td>\n",
       "      <td>2008-01-31</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Nahr Yei</td>\n",
       "      <td>Morobo</td>\n",
       "      <td>3.691900</td>\n",
       "      <td>30.776300</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring Middle East, 01 Feb 2008 BBCMEP...</td>\n",
       "      <td>LRA moving from Morobo to Tore in S. Sudan.</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82563</th>\n",
       "      <td>625</td>\n",
       "      <td>2258SUD</td>\n",
       "      <td>82564</td>\n",
       "      <td>2008-02-10</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>JEM-PF: Justice and Equality Movement (Peace F...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Blue Nile</td>\n",
       "      <td>Gezira</td>\n",
       "      <td>North al Gazera</td>\n",
       "      <td>Adilah</td>\n",
       "      <td>14.870000</td>\n",
       "      <td>33.226000</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring, Al-Sahafah; BBCMEP0020080210e4...</td>\n",
       "      <td>1. Authorities arrested 50 members of Justice ...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82642</th>\n",
       "      <td>625</td>\n",
       "      <td>2338SUD</td>\n",
       "      <td>82644</td>\n",
       "      <td>2008-05-01</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters Alertnet</td>\n",
       "      <td>Both SAF and SPLA/M have agreed to withdraw fr...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82652</th>\n",
       "      <td>625</td>\n",
       "      <td>2344SUD</td>\n",
       "      <td>82650</td>\n",
       "      <td>2008-05-04</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>SLM/A-Unity: Sudan Liberation Movement/Army (U...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Mellit</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>16.066667</td>\n",
       "      <td>25.466667</td>\n",
       "      <td>3</td>\n",
       "      <td>BBC Monitoring, Sudanese Media Center; BBCMEP0...</td>\n",
       "      <td>1. The coordinates for Northern Darfur were us...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82685</th>\n",
       "      <td>625</td>\n",
       "      <td>2380SUD</td>\n",
       "      <td>82686</td>\n",
       "      <td>2008-06-04</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Agence France Presse</td>\n",
       "      <td>The Governments of Sudan and Southern Sudan ha...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82686</th>\n",
       "      <td>625</td>\n",
       "      <td>2381SUD</td>\n",
       "      <td>82687</td>\n",
       "      <td>2008-06-04</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Unidentified Armed Group (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>One more of four Indian oil technicians who we...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82689</th>\n",
       "      <td>625</td>\n",
       "      <td>2382SUD</td>\n",
       "      <td>82688</td>\n",
       "      <td>2008-06-05</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Bahr al Jabal</td>\n",
       "      <td>Juba</td>\n",
       "      <td>4.851650</td>\n",
       "      <td>31.582470</td>\n",
       "      <td>1</td>\n",
       "      <td>Agence France Presse</td>\n",
       "      <td>The GoS has stated, along with Uganda and the ...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82690</th>\n",
       "      <td>625</td>\n",
       "      <td>2385SUD</td>\n",
       "      <td>82691</td>\n",
       "      <td>2008-06-06</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Kajo Kaii</td>\n",
       "      <td>Kajo Kaji</td>\n",
       "      <td>3.883300</td>\n",
       "      <td>31.666600</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>LRA said to be moving toward Kajo-Keji</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82701</th>\n",
       "      <td>625</td>\n",
       "      <td>2396SUD</td>\n",
       "      <td>82702</td>\n",
       "      <td>2008-06-15</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters Alertnet</td>\n",
       "      <td>The Joint Integrated Unit of troops from the S...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82704</th>\n",
       "      <td>625</td>\n",
       "      <td>2400SUD</td>\n",
       "      <td>82706</td>\n",
       "      <td>2008-06-18</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>15.636100</td>\n",
       "      <td>32.437200</td>\n",
       "      <td>1</td>\n",
       "      <td>Agence France Presse</td>\n",
       "      <td>Thirty-nine suspects went on trial over a Darf...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82705</th>\n",
       "      <td>625</td>\n",
       "      <td>2399SUD</td>\n",
       "      <td>82705</td>\n",
       "      <td>2008-06-18</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Unidentified Armed Group (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>UNAMID: United Nations/African Union Hybrid Op...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>38</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>Al Geneina</td>\n",
       "      <td>El Geneina</td>\n",
       "      <td>13.450000</td>\n",
       "      <td>22.450000</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC News and Sudanese Media Center</td>\n",
       "      <td>Armed Arab militiamen briefly abducted a membe...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82708</th>\n",
       "      <td>625</td>\n",
       "      <td>2403SUD</td>\n",
       "      <td>82709</td>\n",
       "      <td>2008-06-20</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Civilians (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Bahr al Jabal</td>\n",
       "      <td>Juba</td>\n",
       "      <td>4.851650</td>\n",
       "      <td>31.582470</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>South Sudanese authorities from Juba have begu...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82711</th>\n",
       "      <td>625</td>\n",
       "      <td>2407SUD</td>\n",
       "      <td>82713</td>\n",
       "      <td>2008-06-30</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Uganda (1986-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Bahr al Jabal</td>\n",
       "      <td>Nyangwara</td>\n",
       "      <td>4.866600</td>\n",
       "      <td>31.016600</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan Tribune</td>\n",
       "      <td>The GoSS ordered Ugandan troops hunting rebels...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82714</th>\n",
       "      <td>625</td>\n",
       "      <td>2409SUD</td>\n",
       "      <td>82715</td>\n",
       "      <td>2008-07-01</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan Tribune</td>\n",
       "      <td>Sudan's northern and southern armies have both...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82715</th>\n",
       "      <td>625</td>\n",
       "      <td>2410SUD</td>\n",
       "      <td>82716</td>\n",
       "      <td>2008-07-02</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>SLM/A-Wing of Peace: Sudan Liberation Movement...</td>\n",
       "      <td>JEM-PF: Justice and Equality Movement (Peace F...</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>South Darfur</td>\n",
       "      <td>Id El Ghanem</td>\n",
       "      <td>Domaya Camp</td>\n",
       "      <td>11.517000</td>\n",
       "      <td>24.633000</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring, Sudanese Media Center; BBCMEP0...</td>\n",
       "      <td>1. 1200 elements from SLM-Wing of Peace, JEM-W...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82716</th>\n",
       "      <td>625</td>\n",
       "      <td>2411SUD</td>\n",
       "      <td>82717</td>\n",
       "      <td>2008-07-04</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>Sudan's north and south armies have begun to w...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82731</th>\n",
       "      <td>625</td>\n",
       "      <td>2427SUD</td>\n",
       "      <td>82733</td>\n",
       "      <td>2008-07-23</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>15.588056</td>\n",
       "      <td>32.534167</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>al-Bashir ordered the release of 89 youths arr...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82740</th>\n",
       "      <td>625</td>\n",
       "      <td>2437SUD</td>\n",
       "      <td>82743</td>\n",
       "      <td>2008-07-29</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>15.588056</td>\n",
       "      <td>32.534167</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>Court sentenced eight suspected JEM rebels to ...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82757</th>\n",
       "      <td>625</td>\n",
       "      <td>2452SUD</td>\n",
       "      <td>82758</td>\n",
       "      <td>2008-08-17</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>15.636100</td>\n",
       "      <td>32.437200</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters Alertnet</td>\n",
       "      <td>Eight Darfur rebels sentenced to death by hang...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82759</th>\n",
       "      <td>625</td>\n",
       "      <td>2454SUD</td>\n",
       "      <td>82760</td>\n",
       "      <td>2008-08-20</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>15.636100</td>\n",
       "      <td>32.437200</td>\n",
       "      <td>1</td>\n",
       "      <td>Agence France Presse</td>\n",
       "      <td>A Sudanese court sentenced to death 12 alleged...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82768</th>\n",
       "      <td>625</td>\n",
       "      <td>2463SUD</td>\n",
       "      <td>82769</td>\n",
       "      <td>2008-08-27</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Unidentified Armed Group (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>Civilians (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>37</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>15.588056</td>\n",
       "      <td>32.534167</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>Hijackers of a Sudanese airliner surrendered t...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82770</th>\n",
       "      <td>625</td>\n",
       "      <td>2465SUD</td>\n",
       "      <td>82771</td>\n",
       "      <td>2008-08-28</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>SLM/A-Nur: Sudan Liberation Movement/Army (Nur...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>South Darfur</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>24.883300</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters, Associated Press; LBA0000020080826e48...</td>\n",
       "      <td>1. The coordinates of Nyala were used. 2. A pl...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82771</th>\n",
       "      <td>625</td>\n",
       "      <td>2467SUD</td>\n",
       "      <td>82773</td>\n",
       "      <td>2008-09-03</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Kabkabiya</td>\n",
       "      <td>Jabal Marrah</td>\n",
       "      <td>13.750000</td>\n",
       "      <td>24.500000</td>\n",
       "      <td>2</td>\n",
       "      <td>Agence France Presse, Reuters; AFPR00002008082...</td>\n",
       "      <td>1. A spokesman for the Sudan Liberation Moveme...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82778</th>\n",
       "      <td>625</td>\n",
       "      <td>2473SUD</td>\n",
       "      <td>82779</td>\n",
       "      <td>2008-09-06</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>SLM/A-Nur: Sudan Liberation Movement/Army (Nur...</td>\n",
       "      <td>SLM/A-Unity: Sudan Liberation Movement/Army (U...</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>South Darfur</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>24.883300</td>\n",
       "      <td>2</td>\n",
       "      <td>BBC Monitoring, Sudanese newspaper Al-Sahafah,...</td>\n",
       "      <td>1. The coordinates of Nyala were used. 2. A ve...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82796</th>\n",
       "      <td>625</td>\n",
       "      <td>2490SUD</td>\n",
       "      <td>82796</td>\n",
       "      <td>2008-09-21</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Civilians (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>South Darfur</td>\n",
       "      <td>Tulus</td>\n",
       "      <td>Tulus</td>\n",
       "      <td>11.050000</td>\n",
       "      <td>24.550000</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>Three committees established by the Tulus loca...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82797</th>\n",
       "      <td>625</td>\n",
       "      <td>2492SUD</td>\n",
       "      <td>82798</td>\n",
       "      <td>2008-09-21</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Eastern Front</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>15.588056</td>\n",
       "      <td>32.534167</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>GoS (NCP) is attempting to preserve the 2006 p...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82798</th>\n",
       "      <td>625</td>\n",
       "      <td>2493SUD</td>\n",
       "      <td>82799</td>\n",
       "      <td>2008-10-07</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Rizaygat Ethnic Militia (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kassala</td>\n",
       "      <td>Red Sea</td>\n",
       "      <td>Port Sudan</td>\n",
       "      <td>Jabal Ma</td>\n",
       "      <td>20.083300</td>\n",
       "      <td>33.616600</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>JEM looted 150 heads of cattle from Ruzaiqat t...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82809</th>\n",
       "      <td>625</td>\n",
       "      <td>2504SUD</td>\n",
       "      <td>82810</td>\n",
       "      <td>2008-11-12</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Bahr al Jabal</td>\n",
       "      <td>Juba</td>\n",
       "      <td>4.851650</td>\n",
       "      <td>31.582470</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring and Radio France Internationale...</td>\n",
       "      <td>The GoSS will attack the Lord's Resistance Arm...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82813</th>\n",
       "      <td>625</td>\n",
       "      <td>2508SUD</td>\n",
       "      <td>82814</td>\n",
       "      <td>2008-11-17</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Police Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Civilians (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>15.588056</td>\n",
       "      <td>32.534167</td>\n",
       "      <td>1</td>\n",
       "      <td>Agence France Presse AFPR000020081117e4bh006ey</td>\n",
       "      <td>Sudanese police detained more than 60 journali...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82830</th>\n",
       "      <td>625</td>\n",
       "      <td>2524SUD</td>\n",
       "      <td>82830</td>\n",
       "      <td>2009-01-01</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>West Equatoria</td>\n",
       "      <td>Meridi</td>\n",
       "      <td>Ras Tigi</td>\n",
       "      <td>4.914720</td>\n",
       "      <td>29.476940</td>\n",
       "      <td>1</td>\n",
       "      <td>New Vision, 2 Jan 2009</td>\n",
       "      <td>LRA leader Kony said to be hiding in Maridi in...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82835</th>\n",
       "      <td>625</td>\n",
       "      <td>2528SUD</td>\n",
       "      <td>82834</td>\n",
       "      <td>2009-01-04</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>13.633333</td>\n",
       "      <td>25.350000</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring, Suna; BBCMEP0020090104e5140008d</td>\n",
       "      <td>1. Amilitary unit of 200 personnel of JEM led ...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82852</th>\n",
       "      <td>625</td>\n",
       "      <td>2546SUD</td>\n",
       "      <td>82852</td>\n",
       "      <td>2009-01-14</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>UNAMID: United Nations/African Union Hybrid Op...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>Zallingi</td>\n",
       "      <td>Zalingei</td>\n",
       "      <td>12.900000</td>\n",
       "      <td>23.483300</td>\n",
       "      <td>2</td>\n",
       "      <td>Sudan Tribune; SUDTRI0020090115e51f0002t</td>\n",
       "      <td>1. Six women were rescued from kidnappers outs...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82887</th>\n",
       "      <td>625</td>\n",
       "      <td>2581SUD</td>\n",
       "      <td>82887</td>\n",
       "      <td>2009-02-10</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Hawazmah Ethnic Militia (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Dilling</td>\n",
       "      <td>Dilling</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>29.650000</td>\n",
       "      <td>2</td>\n",
       "      <td>BBC Monitoring, newspaper Akhir Lahzah; BBCMNF...</td>\n",
       "      <td>1. Hawazmah nomads blocked the road which caus...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82892</th>\n",
       "      <td>625</td>\n",
       "      <td>2586SUD</td>\n",
       "      <td>82892</td>\n",
       "      <td>2009-02-12</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>PDF: Popular Defence Forces</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Blue Nile</td>\n",
       "      <td>Blue Nile</td>\n",
       "      <td>Ad Damazin</td>\n",
       "      <td>Ad-Damazin</td>\n",
       "      <td>11.789100</td>\n",
       "      <td>34.359200</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring, Sudanese newspaper Akhbar al-Y...</td>\n",
       "      <td>1. Disarmament Demobilization and Reintegratio...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82903</th>\n",
       "      <td>625</td>\n",
       "      <td>2599SUD</td>\n",
       "      <td>82905</td>\n",
       "      <td>2009-02-21</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>Zallingi</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>12.883333</td>\n",
       "      <td>22.966667</td>\n",
       "      <td>3</td>\n",
       "      <td>BBC Monitoring, Radio Miraya FM, Sudan Tribune...</td>\n",
       "      <td>1. JEM said it handed over 18 SAF prisoners to...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82916</th>\n",
       "      <td>625</td>\n",
       "      <td>2611SUD</td>\n",
       "      <td>82917</td>\n",
       "      <td>2009-03-04</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>West Equatoria</td>\n",
       "      <td>Yambio</td>\n",
       "      <td>Yambio</td>\n",
       "      <td>4.570560</td>\n",
       "      <td>28.416390</td>\n",
       "      <td>2</td>\n",
       "      <td>IRIN</td>\n",
       "      <td>Insecurity with LRA crossing border</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82929</th>\n",
       "      <td>625</td>\n",
       "      <td>2623SUD</td>\n",
       "      <td>82929</td>\n",
       "      <td>2009-03-19</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Unidentified Armed Group (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>UNAMID: United Nations/African Union Hybrid Op...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>38</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>South Darfur</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>24.883300</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan Tribune; SUDTRI0020090319e53j0008d</td>\n",
       "      <td>1. Two gunmen carjacked a vehicle of UNAMID.</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82945</th>\n",
       "      <td>625</td>\n",
       "      <td>2639SUD</td>\n",
       "      <td>82945</td>\n",
       "      <td>2009-04-08</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Unidentified Armed Group (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>UNAMID: United Nations/African Union Hybrid Op...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>38</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>13.633333</td>\n",
       "      <td>25.350000</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan Tribune; SUDTRI0020090408e5480005m</td>\n",
       "      <td>1. Two unknown gunmen carjacked a vehicle last...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       GWNO EVENT_ID_CNTY  EVENT_ID_NO_CNTY EVENT_DATE  YEAR  TIME_PRECISION  \\\n",
       "82533   625       2228SUD             82534 2008-01-09  2008               1   \n",
       "82542   625       2237SUD             82543 2008-01-17  2008               1   \n",
       "82545   625       2240SUD             82546 2008-01-18  2008               1   \n",
       "82549   625       2244SUD             82550 2008-01-31  2008               1   \n",
       "82563   625       2258SUD             82564 2008-02-10  2008               2   \n",
       "82642   625       2338SUD             82644 2008-05-01  2008               1   \n",
       "82652   625       2344SUD             82650 2008-05-04  2008               1   \n",
       "82685   625       2380SUD             82686 2008-06-04  2008               1   \n",
       "82686   625       2381SUD             82687 2008-06-04  2008               1   \n",
       "82689   625       2382SUD             82688 2008-06-05  2008               1   \n",
       "82690   625       2385SUD             82691 2008-06-06  2008               1   \n",
       "82701   625       2396SUD             82702 2008-06-15  2008               1   \n",
       "82704   625       2400SUD             82706 2008-06-18  2008               1   \n",
       "82705   625       2399SUD             82705 2008-06-18  2008               1   \n",
       "82708   625       2403SUD             82709 2008-06-20  2008               1   \n",
       "82711   625       2407SUD             82713 2008-06-30  2008               1   \n",
       "82714   625       2409SUD             82715 2008-07-01  2008               1   \n",
       "82715   625       2410SUD             82716 2008-07-02  2008               2   \n",
       "82716   625       2411SUD             82717 2008-07-04  2008               1   \n",
       "82731   625       2427SUD             82733 2008-07-23  2008               1   \n",
       "82740   625       2437SUD             82743 2008-07-29  2008               1   \n",
       "82757   625       2452SUD             82758 2008-08-17  2008               1   \n",
       "82759   625       2454SUD             82760 2008-08-20  2008               1   \n",
       "82768   625       2463SUD             82769 2008-08-27  2008               1   \n",
       "82770   625       2465SUD             82771 2008-08-28  2008               1   \n",
       "82771   625       2467SUD             82773 2008-09-03  2008               1   \n",
       "82778   625       2473SUD             82779 2008-09-06  2008               2   \n",
       "82796   625       2490SUD             82796 2008-09-21  2008               1   \n",
       "82797   625       2492SUD             82798 2008-09-21  2008               1   \n",
       "82798   625       2493SUD             82799 2008-10-07  2008               1   \n",
       "82809   625       2504SUD             82810 2008-11-12  2008               1   \n",
       "82813   625       2508SUD             82814 2008-11-17  2008               1   \n",
       "82830   625       2524SUD             82830 2009-01-01  2009               1   \n",
       "82835   625       2528SUD             82834 2009-01-04  2009               2   \n",
       "82852   625       2546SUD             82852 2009-01-14  2009               1   \n",
       "82887   625       2581SUD             82887 2009-02-10  2009               1   \n",
       "82892   625       2586SUD             82892 2009-02-12  2009               2   \n",
       "82903   625       2599SUD             82905 2009-02-21  2009               2   \n",
       "82916   625       2611SUD             82917 2009-03-04  2009               2   \n",
       "82929   625       2623SUD             82929 2009-03-19  2009               2   \n",
       "82945   625       2639SUD             82945 2009-04-08  2009               2   \n",
       "\n",
       "                                     EVENT_TYPE  \\\n",
       "82533          Headquarters or base established   \n",
       "82542  Non-violent activity by a conflict actor   \n",
       "82545  Non-violent activity by a conflict actor   \n",
       "82549  Non-violent activity by a conflict actor   \n",
       "82563  Non-violent activity by a conflict actor   \n",
       "82642  Non-violent activity by a conflict actor   \n",
       "82652  Non-violent activity by a conflict actor   \n",
       "82685  Non-violent activity by a conflict actor   \n",
       "82686  Non-violent activity by a conflict actor   \n",
       "82689  Non-violent activity by a conflict actor   \n",
       "82690  Non-violent activity by a conflict actor   \n",
       "82701  Non-violent activity by a conflict actor   \n",
       "82704  Non-violent activity by a conflict actor   \n",
       "82705  Non-violent activity by a conflict actor   \n",
       "82708  Non-violent activity by a conflict actor   \n",
       "82711  Non-violent activity by a conflict actor   \n",
       "82714  Non-violent activity by a conflict actor   \n",
       "82715  Non-violent activity by a conflict actor   \n",
       "82716  Non-violent activity by a conflict actor   \n",
       "82731  Non-violent activity by a conflict actor   \n",
       "82740  Non-violent activity by a conflict actor   \n",
       "82757  Non-violent activity by a conflict actor   \n",
       "82759  Non-violent activity by a conflict actor   \n",
       "82768  Non-violent activity by a conflict actor   \n",
       "82770  Non-violent activity by a conflict actor   \n",
       "82771  Non-violent activity by a conflict actor   \n",
       "82778  Non-violent activity by a conflict actor   \n",
       "82796  Non-violent activity by a conflict actor   \n",
       "82797  Non-violent activity by a conflict actor   \n",
       "82798  Non-violent activity by a conflict actor   \n",
       "82809  Non-violent activity by a conflict actor   \n",
       "82813  Non-violent activity by a conflict actor   \n",
       "82830  Non-violent activity by a conflict actor   \n",
       "82835  Non-violent activity by a conflict actor   \n",
       "82852  Non-violent activity by a conflict actor   \n",
       "82887  Non-violent activity by a conflict actor   \n",
       "82892  Non-violent activity by a conflict actor   \n",
       "82903  Non-violent activity by a conflict actor   \n",
       "82916  Non-violent activity by a conflict actor   \n",
       "82929  Non-violent activity by a conflict actor   \n",
       "82945  Non-violent activity by a conflict actor   \n",
       "\n",
       "                                                  ACTOR1  \\\n",
       "82533                 JEM: Justice and Equality Movement   \n",
       "82542                 JEM: Justice and Equality Movement   \n",
       "82545  SLM/A-Wahid: Sudan Liberation Movement/Army (A...   \n",
       "82549                        LRA: Lord's Resistance Army   \n",
       "82563  JEM-PF: Justice and Equality Movement (Peace F...   \n",
       "82642                   Military Forces of Sudan (1989-)   \n",
       "82652  SLM/A-Unity: Sudan Liberation Movement/Army (U...   \n",
       "82685                   Military Forces of Sudan (1989-)   \n",
       "82686                   Unidentified Armed Group (Sudan)   \n",
       "82689                   Military Forces of Sudan (1989-)   \n",
       "82690                        LRA: Lord's Resistance Army   \n",
       "82701                   Military Forces of Sudan (1989-)   \n",
       "82704                   Military Forces of Sudan (1989-)   \n",
       "82705                   Unidentified Armed Group (Sudan)   \n",
       "82708      Military Forces of Southern Sudan (2005-2011)   \n",
       "82711      Military Forces of Southern Sudan (2005-2011)   \n",
       "82714                   Military Forces of Sudan (1989-)   \n",
       "82715  SLM/A-Wing of Peace: Sudan Liberation Movement...   \n",
       "82716                   Military Forces of Sudan (1989-)   \n",
       "82731                   Military Forces of Sudan (1989-)   \n",
       "82740                   Military Forces of Sudan (1989-)   \n",
       "82757                   Military Forces of Sudan (1989-)   \n",
       "82759                   Military Forces of Sudan (1989-)   \n",
       "82768                   Unidentified Armed Group (Sudan)   \n",
       "82770  SLM/A-Nur: Sudan Liberation Movement/Army (Nur...   \n",
       "82771      Military Forces of Southern Sudan (2005-2011)   \n",
       "82778                   Military Forces of Sudan (1989-)   \n",
       "82796                   Military Forces of Sudan (1989-)   \n",
       "82797                   Military Forces of Sudan (1989-)   \n",
       "82798                    Rizaygat Ethnic Militia (Sudan)   \n",
       "82809      Military Forces of Southern Sudan (2005-2011)   \n",
       "82813                     Police Forces of Sudan (1989-)   \n",
       "82830                        LRA: Lord's Resistance Army   \n",
       "82835                 JEM: Justice and Equality Movement   \n",
       "82852  UNAMID: United Nations/African Union Hybrid Op...   \n",
       "82887                    Hawazmah Ethnic Militia (Sudan)   \n",
       "82892      Military Forces of Southern Sudan (2005-2011)   \n",
       "82903                 JEM: Justice and Equality Movement   \n",
       "82916                        LRA: Lord's Resistance Army   \n",
       "82929                   Unidentified Armed Group (Sudan)   \n",
       "82945                   Unidentified Armed Group (Sudan)   \n",
       "\n",
       "                                            ALLY_ACTOR_1  INTER1  \\\n",
       "82533              SLM/A: Sudan Liberation Movement/Army       2   \n",
       "82542              SLM/A: Sudan Liberation Movement/Army       2   \n",
       "82545                                                NaN       2   \n",
       "82549                                                NaN       2   \n",
       "82563                                                NaN       2   \n",
       "82642                                                NaN       1   \n",
       "82652                                                NaN       2   \n",
       "82685                                                NaN       1   \n",
       "82686                                                NaN       3   \n",
       "82689                                                NaN       1   \n",
       "82690                                                NaN       2   \n",
       "82701                                                NaN       1   \n",
       "82704                                                NaN       1   \n",
       "82705                                                NaN       3   \n",
       "82708                                                NaN       1   \n",
       "82711                                                NaN       1   \n",
       "82714                                                NaN       1   \n",
       "82715  JEM-PF: Justice and Equality Movement (Peace F...       2   \n",
       "82716                                                NaN       1   \n",
       "82731                                                NaN       1   \n",
       "82740                                                NaN       1   \n",
       "82757                                                NaN       1   \n",
       "82759                                                NaN       1   \n",
       "82768                                                NaN       3   \n",
       "82770                                                NaN       2   \n",
       "82771                                                NaN       1   \n",
       "82778                                                NaN       1   \n",
       "82796                                                NaN       1   \n",
       "82797                                                NaN       1   \n",
       "82798                                                NaN       4   \n",
       "82809                                                NaN       1   \n",
       "82813                                                NaN       1   \n",
       "82830                                                NaN       2   \n",
       "82835              SLM/A: Sudan Liberation Movement/Army       2   \n",
       "82852                                                NaN       8   \n",
       "82887                                                NaN       4   \n",
       "82892                        PDF: Popular Defence Forces       1   \n",
       "82903              SLM/A: Sudan Liberation Movement/Army       2   \n",
       "82916                                                NaN       2   \n",
       "82929                                                NaN       3   \n",
       "82945                                                NaN       3   \n",
       "\n",
       "                                                  ACTOR2  \\\n",
       "82533                                                NaN   \n",
       "82542                                                NaN   \n",
       "82545                                                NaN   \n",
       "82549                                                NaN   \n",
       "82563                                                NaN   \n",
       "82642      Military Forces of Southern Sudan (2005-2011)   \n",
       "82652                                                NaN   \n",
       "82685      Military Forces of Southern Sudan (2005-2011)   \n",
       "82686                                                NaN   \n",
       "82689                        LRA: Lord's Resistance Army   \n",
       "82690                                                NaN   \n",
       "82701      Military Forces of Southern Sudan (2005-2011)   \n",
       "82704              SLM/A: Sudan Liberation Movement/Army   \n",
       "82705  UNAMID: United Nations/African Union Hybrid Op...   \n",
       "82708                                  Civilians (Sudan)   \n",
       "82711                  Military Forces of Uganda (1986-)   \n",
       "82714      Military Forces of Southern Sudan (2005-2011)   \n",
       "82715                                                NaN   \n",
       "82716      Military Forces of Southern Sudan (2005-2011)   \n",
       "82731                 JEM: Justice and Equality Movement   \n",
       "82740                 JEM: Justice and Equality Movement   \n",
       "82757                 JEM: Justice and Equality Movement   \n",
       "82759                 JEM: Justice and Equality Movement   \n",
       "82768                                  Civilians (Sudan)   \n",
       "82770                   Military Forces of Sudan (1989-)   \n",
       "82771                                                NaN   \n",
       "82778  SLM/A-Nur: Sudan Liberation Movement/Army (Nur...   \n",
       "82796                                  Civilians (Sudan)   \n",
       "82797                                      Eastern Front   \n",
       "82798                 JEM: Justice and Equality Movement   \n",
       "82809                        LRA: Lord's Resistance Army   \n",
       "82813                                  Civilians (Sudan)   \n",
       "82830                                                NaN   \n",
       "82835                                                NaN   \n",
       "82852                                                NaN   \n",
       "82887                                                NaN   \n",
       "82892                                                NaN   \n",
       "82903                                                NaN   \n",
       "82916                                                NaN   \n",
       "82929  UNAMID: United Nations/African Union Hybrid Op...   \n",
       "82945  UNAMID: United Nations/African Union Hybrid Op...   \n",
       "\n",
       "                                            ALLY_ACTOR_2  INTER2  INTERACTION  \\\n",
       "82533                                                NaN       0           20   \n",
       "82542                                                NaN       0           20   \n",
       "82545                                                NaN       0           20   \n",
       "82549                                                NaN       0           20   \n",
       "82563                                                NaN       0           20   \n",
       "82642                                                NaN       1           11   \n",
       "82652                                                NaN       0           20   \n",
       "82685                                                NaN       1           11   \n",
       "82686                                                NaN       0           30   \n",
       "82689                                                NaN       2           12   \n",
       "82690                                                NaN       0           20   \n",
       "82701                                                NaN       1           11   \n",
       "82704                                                NaN       2           12   \n",
       "82705                                                NaN       8           38   \n",
       "82708                                                NaN       7           17   \n",
       "82711                                                NaN       8           18   \n",
       "82714                                                NaN       1           11   \n",
       "82715                                                NaN       0           20   \n",
       "82716                                                NaN       1           11   \n",
       "82731                                                NaN       2           12   \n",
       "82740                                                NaN       2           12   \n",
       "82757                                                NaN       2           12   \n",
       "82759                                                NaN       2           12   \n",
       "82768                                                NaN       7           37   \n",
       "82770                                                NaN       1           12   \n",
       "82771                                                NaN       0           10   \n",
       "82778  SLM/A-Unity: Sudan Liberation Movement/Army (U...       2           12   \n",
       "82796                                                NaN       7           17   \n",
       "82797                                                NaN       2           12   \n",
       "82798                                                NaN       2           24   \n",
       "82809                                                NaN       2           12   \n",
       "82813                                                NaN       7           17   \n",
       "82830                                                NaN       0           20   \n",
       "82835                                                NaN       0           20   \n",
       "82852                                                NaN       0           80   \n",
       "82887                                                NaN       0           40   \n",
       "82892                                                NaN       0           10   \n",
       "82903                                                NaN       0           20   \n",
       "82916                                                NaN       0           20   \n",
       "82929                                                NaN       8           38   \n",
       "82945                                                NaN       8           38   \n",
       "\n",
       "      COUNTRY     ADMIN1             ADMIN2           ADMIN3      LOCATION  \\\n",
       "82533   Sudan     Darfur        West Darfur       Al Geneina    El Geneina   \n",
       "82542   Sudan     Darfur       North Darfur        Al Fasher     Al Fasher   \n",
       "82545   Sudan     Darfur       North Darfur           Mellit  North Darfur   \n",
       "82549   Sudan  Equatoria  Central Equatoria         Nahr Yei        Morobo   \n",
       "82563   Sudan  Blue Nile             Gezira  North al Gazera        Adilah   \n",
       "82642   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82652   Sudan     Darfur       North Darfur           Mellit  North Darfur   \n",
       "82685   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82686   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82689   Sudan  Equatoria  Central Equatoria    Bahr al Jabal          Juba   \n",
       "82690   Sudan  Equatoria  Central Equatoria        Kajo Kaii     Kajo Kaji   \n",
       "82701   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82704   Sudan   Khartoum           Khartoum         Omdurman      Omdurman   \n",
       "82705   Sudan     Darfur        West Darfur       Al Geneina    El Geneina   \n",
       "82708   Sudan  Equatoria  Central Equatoria    Bahr al Jabal          Juba   \n",
       "82711   Sudan  Equatoria  Central Equatoria    Bahr al Jabal     Nyangwara   \n",
       "82714   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82715   Sudan     Darfur       South Darfur     Id El Ghanem   Domaya Camp   \n",
       "82716   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82731   Sudan   Khartoum           Khartoum         Khartoum      Khartoum   \n",
       "82740   Sudan   Khartoum           Khartoum         Khartoum      Khartoum   \n",
       "82757   Sudan   Khartoum           Khartoum         Omdurman      Omdurman   \n",
       "82759   Sudan   Khartoum           Khartoum         Omdurman      Omdurman   \n",
       "82768   Sudan   Khartoum           Khartoum         Khartoum      Khartoum   \n",
       "82770   Sudan     Darfur       South Darfur            Nyala         Nyala   \n",
       "82771   Sudan     Darfur       North Darfur        Kabkabiya  Jabal Marrah   \n",
       "82778   Sudan     Darfur       South Darfur            Nyala         Nyala   \n",
       "82796   Sudan     Darfur       South Darfur            Tulus         Tulus   \n",
       "82797   Sudan   Khartoum           Khartoum         Khartoum      Khartoum   \n",
       "82798   Sudan    Kassala            Red Sea       Port Sudan      Jabal Ma   \n",
       "82809   Sudan  Equatoria  Central Equatoria    Bahr al Jabal          Juba   \n",
       "82813   Sudan   Khartoum           Khartoum         Khartoum      Khartoum   \n",
       "82830   Sudan  Equatoria     West Equatoria           Meridi      Ras Tigi   \n",
       "82835   Sudan     Darfur       North Darfur        Al Fasher     Al Fasher   \n",
       "82852   Sudan     Darfur        West Darfur         Zallingi      Zalingei   \n",
       "82887   Sudan   Kordofan     South Kordufan          Dilling       Dilling   \n",
       "82892   Sudan  Blue Nile          Blue Nile       Ad Damazin    Ad-Damazin   \n",
       "82903   Sudan     Darfur        West Darfur         Zallingi   West Darfur   \n",
       "82916   Sudan  Equatoria     West Equatoria           Yambio        Yambio   \n",
       "82929   Sudan     Darfur       South Darfur            Nyala         Nyala   \n",
       "82945   Sudan     Darfur       North Darfur        Al Fasher     Al Fasher   \n",
       "\n",
       "        LATITUDE  LONGITUDE  GEO_PRECIS  \\\n",
       "82533  13.450000  22.450000           2   \n",
       "82542  13.633333  25.350000           3   \n",
       "82545  16.066667  25.466667           3   \n",
       "82549   3.691900  30.776300           1   \n",
       "82563  14.870000  33.226000           1   \n",
       "82642   9.595247  28.434934           1   \n",
       "82652  16.066667  25.466667           3   \n",
       "82685   9.595247  28.434934           1   \n",
       "82686   9.595247  28.434934           1   \n",
       "82689   4.851650  31.582470           1   \n",
       "82690   3.883300  31.666600           1   \n",
       "82701   9.595247  28.434934           1   \n",
       "82704  15.636100  32.437200           1   \n",
       "82705  13.450000  22.450000           1   \n",
       "82708   4.851650  31.582470           1   \n",
       "82711   4.866600  31.016600           1   \n",
       "82714   9.595247  28.434934           1   \n",
       "82715  11.517000  24.633000           1   \n",
       "82716   9.595247  28.434934           1   \n",
       "82731  15.588056  32.534167           1   \n",
       "82740  15.588056  32.534167           1   \n",
       "82757  15.636100  32.437200           1   \n",
       "82759  15.636100  32.437200           1   \n",
       "82768  15.588056  32.534167           1   \n",
       "82770  12.050000  24.883300           1   \n",
       "82771  13.750000  24.500000           2   \n",
       "82778  12.050000  24.883300           2   \n",
       "82796  11.050000  24.550000           1   \n",
       "82797  15.588056  32.534167           1   \n",
       "82798  20.083300  33.616600           1   \n",
       "82809   4.851650  31.582470           1   \n",
       "82813  15.588056  32.534167           1   \n",
       "82830   4.914720  29.476940           1   \n",
       "82835  13.633333  25.350000           1   \n",
       "82852  12.900000  23.483300           2   \n",
       "82887  12.050000  29.650000           2   \n",
       "82892  11.789100  34.359200           1   \n",
       "82903  12.883333  22.966667           3   \n",
       "82916   4.570560  28.416390           2   \n",
       "82929  12.050000  24.883300           1   \n",
       "82945  13.633333  25.350000           1   \n",
       "\n",
       "                                                  SOURCE  \\\n",
       "82533  BBC Monitoring, Al-Ayyam; BBCMEP0020080109e419...   \n",
       "82542  BBC Monitoring, Sudan Tribune, Agence France P...   \n",
       "82545               AllAfrica; AFNWS00020080118e41i001me   \n",
       "82549  BBC Monitoring Middle East, 01 Feb 2008 BBCMEP...   \n",
       "82563  BBC Monitoring, Al-Sahafah; BBCMEP0020080210e4...   \n",
       "82642                                   Reuters Alertnet   \n",
       "82652  BBC Monitoring, Sudanese Media Center; BBCMEP0...   \n",
       "82685                               Agence France Presse   \n",
       "82686                                            Reuters   \n",
       "82689                               Agence France Presse   \n",
       "82690                                     BBC Monitoring   \n",
       "82701                                   Reuters Alertnet   \n",
       "82704                               Agence France Presse   \n",
       "82705                 BBC News and Sudanese Media Center   \n",
       "82708                                     BBC Monitoring   \n",
       "82711                                      Sudan Tribune   \n",
       "82714                                      Sudan Tribune   \n",
       "82715  BBC Monitoring, Sudanese Media Center; BBCMEP0...   \n",
       "82716                                            Reuters   \n",
       "82731                                     BBC Monitoring   \n",
       "82740                                            Reuters   \n",
       "82757                                   Reuters Alertnet   \n",
       "82759                               Agence France Presse   \n",
       "82768                                            Reuters   \n",
       "82770  Reuters, Associated Press; LBA0000020080826e48...   \n",
       "82771  Agence France Presse, Reuters; AFPR00002008082...   \n",
       "82778  BBC Monitoring, Sudanese newspaper Al-Sahafah,...   \n",
       "82796                                     BBC Monitoring   \n",
       "82797                                     BBC Monitoring   \n",
       "82798                                     BBC Monitoring   \n",
       "82809  BBC Monitoring and Radio France Internationale...   \n",
       "82813     Agence France Presse AFPR000020081117e4bh006ey   \n",
       "82830                             New Vision, 2 Jan 2009   \n",
       "82835    BBC Monitoring, Suna; BBCMEP0020090104e5140008d   \n",
       "82852           Sudan Tribune; SUDTRI0020090115e51f0002t   \n",
       "82887  BBC Monitoring, newspaper Akhir Lahzah; BBCMNF...   \n",
       "82892  BBC Monitoring, Sudanese newspaper Akhbar al-Y...   \n",
       "82903  BBC Monitoring, Radio Miraya FM, Sudan Tribune...   \n",
       "82916                                               IRIN   \n",
       "82929           Sudan Tribune; SUDTRI0020090319e53j0008d   \n",
       "82945           Sudan Tribune; SUDTRI0020090408e5480005m   \n",
       "\n",
       "                                                   NOTES  FATALITIES  \n",
       "82533  1. The coordinates of Geneina were used. 2. BB...         0.0  \n",
       "82542  1. JEM told Darfur envoys it is willing to mee...         0.0  \n",
       "82545  1. UN Special Envoy Jan Eliasson and AU counte...         0.0  \n",
       "82549        LRA moving from Morobo to Tore in S. Sudan.         0.0  \n",
       "82563  1. Authorities arrested 50 members of Justice ...         0.0  \n",
       "82642  Both SAF and SPLA/M have agreed to withdraw fr...         0.0  \n",
       "82652  1. The coordinates for Northern Darfur were us...         0.0  \n",
       "82685  The Governments of Sudan and Southern Sudan ha...         0.0  \n",
       "82686  One more of four Indian oil technicians who we...         0.0  \n",
       "82689  The GoS has stated, along with Uganda and the ...         0.0  \n",
       "82690             LRA said to be moving toward Kajo-Keji         0.0  \n",
       "82701  The Joint Integrated Unit of troops from the S...         0.0  \n",
       "82704  Thirty-nine suspects went on trial over a Darf...         0.0  \n",
       "82705  Armed Arab militiamen briefly abducted a membe...         0.0  \n",
       "82708  South Sudanese authorities from Juba have begu...         0.0  \n",
       "82711  The GoSS ordered Ugandan troops hunting rebels...         0.0  \n",
       "82714  Sudan's northern and southern armies have both...         0.0  \n",
       "82715  1. 1200 elements from SLM-Wing of Peace, JEM-W...         0.0  \n",
       "82716  Sudan's north and south armies have begun to w...         0.0  \n",
       "82731  al-Bashir ordered the release of 89 youths arr...         0.0  \n",
       "82740  Court sentenced eight suspected JEM rebels to ...         0.0  \n",
       "82757  Eight Darfur rebels sentenced to death by hang...         0.0  \n",
       "82759  A Sudanese court sentenced to death 12 alleged...         0.0  \n",
       "82768  Hijackers of a Sudanese airliner surrendered t...         0.0  \n",
       "82770  1. The coordinates of Nyala were used. 2. A pl...         0.0  \n",
       "82771  1. A spokesman for the Sudan Liberation Moveme...         0.0  \n",
       "82778  1. The coordinates of Nyala were used. 2. A ve...         0.0  \n",
       "82796  Three committees established by the Tulus loca...         0.0  \n",
       "82797  GoS (NCP) is attempting to preserve the 2006 p...         0.0  \n",
       "82798  JEM looted 150 heads of cattle from Ruzaiqat t...         0.0  \n",
       "82809  The GoSS will attack the Lord's Resistance Arm...         0.0  \n",
       "82813  Sudanese police detained more than 60 journali...         0.0  \n",
       "82830  LRA leader Kony said to be hiding in Maridi in...         0.0  \n",
       "82835  1. Amilitary unit of 200 personnel of JEM led ...         0.0  \n",
       "82852  1. Six women were rescued from kidnappers outs...         0.0  \n",
       "82887  1. Hawazmah nomads blocked the road which caus...         0.0  \n",
       "82892  1. Disarmament Demobilization and Reintegratio...         0.0  \n",
       "82903  1. JEM said it handed over 18 SAF prisoners to...         0.0  \n",
       "82916                Insecurity with LRA crossing border         0.0  \n",
       "82929       1. Two gunmen carjacked a vehicle of UNAMID.         0.0  \n",
       "82945  1. Two unknown gunmen carjacked a vehicle last...         0.0  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acled5_subset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "acled5_subset.to_csv('Darfur/acled_events_recode.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!open Darfur"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "acled5_subset = pd.read_csv('Darfur/acled_events_recoded.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "acled5_subset = acled5_subset[acled5_subset.RECODE==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>GWNO</th>\n",
       "      <th>EVENT_ID_CNTY</th>\n",
       "      <th>EVENT_ID_NO_CNTY</th>\n",
       "      <th>EVENT_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>TIME_PRECISION</th>\n",
       "      <th>EVENT_TYPE</th>\n",
       "      <th>ACTOR1</th>\n",
       "      <th>ALLY_ACTOR_1</th>\n",
       "      <th>INTER1</th>\n",
       "      <th>ACTOR2</th>\n",
       "      <th>ALLY_ACTOR_2</th>\n",
       "      <th>INTER2</th>\n",
       "      <th>INTERACTION</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>ADMIN1</th>\n",
       "      <th>ADMIN2</th>\n",
       "      <th>ADMIN3</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>GEO_PRECIS</th>\n",
       "      <th>SOURCE</th>\n",
       "      <th>NOTES</th>\n",
       "      <th>FATALITIES</th>\n",
       "      <th>RECODE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>82533</td>\n",
       "      <td>625</td>\n",
       "      <td>2228SUD</td>\n",
       "      <td>82534</td>\n",
       "      <td>2008-01-09</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Headquarters or base established</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>Al Geneina</td>\n",
       "      <td>El Geneina</td>\n",
       "      <td>13.450000</td>\n",
       "      <td>22.450000</td>\n",
       "      <td>2</td>\n",
       "      <td>BBC Monitoring, Al-Ayyam; BBCMEP0020080109e419...</td>\n",
       "      <td>1. The coordinates of Geneina were used. 2. BB...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>82549</td>\n",
       "      <td>625</td>\n",
       "      <td>2244SUD</td>\n",
       "      <td>82550</td>\n",
       "      <td>2008-01-31</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Nahr Yei</td>\n",
       "      <td>Morobo</td>\n",
       "      <td>3.691900</td>\n",
       "      <td>30.776300</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring Middle East, 01 Feb 2008 BBCMEP...</td>\n",
       "      <td>LRA moving from Morobo to Tore in S. Sudan.</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>82642</td>\n",
       "      <td>625</td>\n",
       "      <td>2338SUD</td>\n",
       "      <td>82644</td>\n",
       "      <td>2008-05-01</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters Alertnet</td>\n",
       "      <td>Both SAF and SPLA/M have agreed to withdraw fr...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>82690</td>\n",
       "      <td>625</td>\n",
       "      <td>2385SUD</td>\n",
       "      <td>82691</td>\n",
       "      <td>2008-06-06</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Kajo Kaii</td>\n",
       "      <td>Kajo Kaji</td>\n",
       "      <td>3.883300</td>\n",
       "      <td>31.666600</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>LRA said to be moving toward Kajo-Keji</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>82701</td>\n",
       "      <td>625</td>\n",
       "      <td>2396SUD</td>\n",
       "      <td>82702</td>\n",
       "      <td>2008-06-15</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters Alertnet</td>\n",
       "      <td>The Joint Integrated Unit of troops from the S...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>82716</td>\n",
       "      <td>625</td>\n",
       "      <td>2411SUD</td>\n",
       "      <td>82717</td>\n",
       "      <td>2008-07-04</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>Sudan's north and south armies have begun to w...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>82916</td>\n",
       "      <td>625</td>\n",
       "      <td>2611SUD</td>\n",
       "      <td>82917</td>\n",
       "      <td>2009-03-04</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>West Equatoria</td>\n",
       "      <td>Yambio</td>\n",
       "      <td>Yambio</td>\n",
       "      <td>4.570560</td>\n",
       "      <td>28.416390</td>\n",
       "      <td>2</td>\n",
       "      <td>IRIN</td>\n",
       "      <td>Insecurity with LRA crossing border</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0  GWNO EVENT_ID_CNTY  EVENT_ID_NO_CNTY  EVENT_DATE  YEAR  \\\n",
       "0        82533   625       2228SUD             82534  2008-01-09  2008   \n",
       "3        82549   625       2244SUD             82550  2008-01-31  2008   \n",
       "5        82642   625       2338SUD             82644  2008-05-01  2008   \n",
       "10       82690   625       2385SUD             82691  2008-06-06  2008   \n",
       "11       82701   625       2396SUD             82702  2008-06-15  2008   \n",
       "18       82716   625       2411SUD             82717  2008-07-04  2008   \n",
       "38       82916   625       2611SUD             82917  2009-03-04  2009   \n",
       "\n",
       "    TIME_PRECISION                                EVENT_TYPE  \\\n",
       "0                1          Headquarters or base established   \n",
       "3                1  Non-violent activity by a conflict actor   \n",
       "5                1  Non-violent activity by a conflict actor   \n",
       "10               1  Non-violent activity by a conflict actor   \n",
       "11               1  Non-violent activity by a conflict actor   \n",
       "18               1  Non-violent activity by a conflict actor   \n",
       "38               2  Non-violent activity by a conflict actor   \n",
       "\n",
       "                                ACTOR1                           ALLY_ACTOR_1  \\\n",
       "0   JEM: Justice and Equality Movement  SLM/A: Sudan Liberation Movement/Army   \n",
       "3          LRA: Lord's Resistance Army                                    NaN   \n",
       "5     Military Forces of Sudan (1989-)                                    NaN   \n",
       "10         LRA: Lord's Resistance Army                                    NaN   \n",
       "11    Military Forces of Sudan (1989-)                                    NaN   \n",
       "18    Military Forces of Sudan (1989-)                                    NaN   \n",
       "38         LRA: Lord's Resistance Army                                    NaN   \n",
       "\n",
       "    INTER1                                         ACTOR2 ALLY_ACTOR_2  \\\n",
       "0        2                                            NaN          NaN   \n",
       "3        2                                            NaN          NaN   \n",
       "5        1  Military Forces of Southern Sudan (2005-2011)          NaN   \n",
       "10       2                                            NaN          NaN   \n",
       "11       1  Military Forces of Southern Sudan (2005-2011)          NaN   \n",
       "18       1  Military Forces of Southern Sudan (2005-2011)          NaN   \n",
       "38       2                                            NaN          NaN   \n",
       "\n",
       "    INTER2  INTERACTION COUNTRY     ADMIN1             ADMIN2      ADMIN3  \\\n",
       "0        0           20   Sudan     Darfur        West Darfur  Al Geneina   \n",
       "3        0           20   Sudan  Equatoria  Central Equatoria    Nahr Yei   \n",
       "5        1           11   Sudan   Kordofan     South Kordufan       Abyei   \n",
       "10       0           20   Sudan  Equatoria  Central Equatoria   Kajo Kaii   \n",
       "11       1           11   Sudan   Kordofan     South Kordufan       Abyei   \n",
       "18       1           11   Sudan   Kordofan     South Kordufan       Abyei   \n",
       "38       0           20   Sudan  Equatoria     West Equatoria      Yambio   \n",
       "\n",
       "      LOCATION   LATITUDE  LONGITUDE  GEO_PRECIS  \\\n",
       "0   El Geneina  13.450000  22.450000           2   \n",
       "3       Morobo   3.691900  30.776300           1   \n",
       "5        Abyei   9.595247  28.434934           1   \n",
       "10   Kajo Kaji   3.883300  31.666600           1   \n",
       "11       Abyei   9.595247  28.434934           1   \n",
       "18       Abyei   9.595247  28.434934           1   \n",
       "38      Yambio   4.570560  28.416390           2   \n",
       "\n",
       "                                               SOURCE  \\\n",
       "0   BBC Monitoring, Al-Ayyam; BBCMEP0020080109e419...   \n",
       "3   BBC Monitoring Middle East, 01 Feb 2008 BBCMEP...   \n",
       "5                                    Reuters Alertnet   \n",
       "10                                     BBC Monitoring   \n",
       "11                                   Reuters Alertnet   \n",
       "18                                            Reuters   \n",
       "38                                               IRIN   \n",
       "\n",
       "                                                NOTES  FATALITIES  RECODE  \n",
       "0   1. The coordinates of Geneina were used. 2. BB...           0       1  \n",
       "3         LRA moving from Morobo to Tore in S. Sudan.           0       1  \n",
       "5   Both SAF and SPLA/M have agreed to withdraw fr...           0       1  \n",
       "10             LRA said to be moving toward Kajo-Keji           0       1  \n",
       "11  The Joint Integrated Unit of troops from the S...           0       1  \n",
       "18  Sudan's north and south armies have begun to w...           0       1  \n",
       "38                Insecurity with LRA crossing border           0       1  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acled5_subset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Headquarters or base established',\n",
       "       'Non-violent activity by a conflict actor'], dtype=object)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acled5_subset['EVENT_TYPE'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EVENT_ID_CNTY</th>\n",
       "      <th>NOTES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2228SUD</td>\n",
       "      <td>1. The coordinates of Geneina were used. 2. BB...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2244SUD</td>\n",
       "      <td>LRA moving from Morobo to Tore in S. Sudan.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2338SUD</td>\n",
       "      <td>Both SAF and SPLA/M have agreed to withdraw fr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2385SUD</td>\n",
       "      <td>LRA said to be moving toward Kajo-Keji</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2396SUD</td>\n",
       "      <td>The Joint Integrated Unit of troops from the S...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2411SUD</td>\n",
       "      <td>Sudan's north and south armies have begun to w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2611SUD</td>\n",
       "      <td>Insecurity with LRA crossing border</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   EVENT_ID_CNTY                                              NOTES\n",
       "0        2228SUD  1. The coordinates of Geneina were used. 2. BB...\n",
       "3        2244SUD        LRA moving from Morobo to Tore in S. Sudan.\n",
       "5        2338SUD  Both SAF and SPLA/M have agreed to withdraw fr...\n",
       "10       2385SUD             LRA said to be moving toward Kajo-Keji\n",
       "11       2396SUD  The Joint Integrated Unit of troops from the S...\n",
       "18       2411SUD  Sudan's north and south armies have begun to w...\n",
       "38       2611SUD                Insecurity with LRA crossing border"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x1=acled5_subset[['EVENT_ID_CNTY','NOTES']]\n",
    "x1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Sudan's north and south armies have begun to withdraw their forces from the disputed region of Abyei, after missing an end-June deadline.\""
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x1.loc[18].NOTES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "acled_movement = acled5_subset.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     2008-01-09\n",
       "3     2008-01-31\n",
       "5     2008-05-01\n",
       "10    2008-06-06\n",
       "11    2008-06-15\n",
       "18    2008-07-04\n",
       "38    2009-03-04\n",
       "Name: EVENT_DATE, dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acled_movement.EVENT_DATE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>movement</th>\n",
       "      <th>date</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-01-16</td>\n",
       "      <td>12.950000</td>\n",
       "      <td>22.866670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-01-19</td>\n",
       "      <td>13.602467</td>\n",
       "      <td>26.691151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-01-20</td>\n",
       "      <td>12.899989</td>\n",
       "      <td>23.481064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-01-23</td>\n",
       "      <td>12.289150</td>\n",
       "      <td>22.467033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>116</td>\n",
       "      <td>1</td>\n",
       "      <td>2008-02-28</td>\n",
       "      <td>13.441266</td>\n",
       "      <td>22.445404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2621</td>\n",
       "      <td>1</td>\n",
       "      <td>2009-03-21</td>\n",
       "      <td>13.633123</td>\n",
       "      <td>22.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2633</td>\n",
       "      <td>1</td>\n",
       "      <td>2009-03-21</td>\n",
       "      <td>12.540833</td>\n",
       "      <td>23.268383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2645</td>\n",
       "      <td>1</td>\n",
       "      <td>2009-03-22</td>\n",
       "      <td>13.665130</td>\n",
       "      <td>25.346891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2729</td>\n",
       "      <td>1</td>\n",
       "      <td>2009-03-29</td>\n",
       "      <td>13.766854</td>\n",
       "      <td>22.166906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2777</td>\n",
       "      <td>1</td>\n",
       "      <td>2009-04-04</td>\n",
       "      <td>12.055573</td>\n",
       "      <td>24.890583</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>147 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  movement        date   latitude  longitude\n",
       "0            25         1  2008-01-16  12.950000  22.866670\n",
       "1            28         1  2008-01-19  13.602467  26.691151\n",
       "2            30         1  2008-01-20  12.899989  23.481064\n",
       "3            42         1  2008-01-23  12.289150  22.467033\n",
       "4           116         1  2008-02-28  13.441266  22.445404\n",
       "..          ...       ...         ...        ...        ...\n",
       "142        2621         1  2009-03-21  13.633123  22.500000\n",
       "143        2633         1  2009-03-21  12.540833  23.268383\n",
       "144        2645         1  2009-03-22  13.665130  25.346891\n",
       "145        2729         1  2009-03-29  13.766854  22.166906\n",
       "146        2777         1  2009-04-04  12.055573  24.890583\n",
       "\n",
       "[147 rows x 5 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "darfur_movement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(147, 5)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "darfur_movement.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(40, 25)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acled5m = acled5[(acled5.YEAR.isin([2008,2009])) & (acled5.COUNTRY.str.contains('sudan',case=False))]\n",
    "acled5m = acled5m[acled5m.EVENT_DATE<'2009-04-09']\n",
    "acled5m = acled5m[acled5m.EVENT_TYPE=='Non-violent activity by a conflict actor']\n",
    "acled5m.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1. JEM told Darfur envoys it is willing to meet after the release of its representatives in the cease-fire commission that Sudan detained while they were doing their duties in Al-Fashir. 2. JEM representatives were released to UNAMID director.',\n",
       " '1. UN Special Envoy Jan Eliasson and AU counterpart Salim Ahmed Salim met with the Commanders of SLA-Wahid Faction, in North Darfur and that was the most specific location.',\n",
       " 'LRA moving from Morobo to Tore in S. Sudan.',\n",
       " '1. Authorities arrested 50 members of Justice and Equality Movement-Peace Faction for the refusal of the movement to take part in Adilah development conference.',\n",
       " 'Both SAF and SPLA/M have agreed to withdraw from an oil-rich border flashpoint.',\n",
       " '1. The coordinates for Northern Darfur were used. 2. SLM-Unity allegedly seized two containers of weapons, ammunition and food from UNAMID.',\n",
       " 'The Governments of Sudan and Southern Sudan have requested international arbitration to demarcate the borders of Abyei in order to avoid civil war.',\n",
       " \"One more of four Indian oil technicians who were kidnapped in an area adjoining Sudan's flashpoint oil district of Abyei on May 13, 2008 was released.\",\n",
       " 'The GoS has stated, along with Uganda and the Democratic Republic of Congo, that it will fight the Lordé-(s Resistance Army (LRA) if peace talks in Juba fail with leader Joseph Kony.',\n",
       " 'LRA said to be moving toward Kajo-Keji',\n",
       " \"The Joint Integrated Unit of troops from the Sudanese army and Sudan People's Liberation Army will begin deploying in accordance with a road map hammered out by the two sides, in order to prevent fighting in Abyei oil resources.\",\n",
       " 'Thirty-nine suspects went on trial over a Darfur rebel attack on Khartoum. Thirteen suspects have been farmed out to each of three specially-created courts in Khartoum and its twin cities of Omdurman and Khartoum North.',\n",
       " 'Armed Arab militiamen briefly abducted a member of the UN-led peacekeeping mission in Darfur in the first such attempted kidnapping of a UNAMID staff member, near El-Geneina.',\n",
       " 'South Sudanese authorities from Juba have begun to collect thousands of guns amassed by civilians during decades of war to try to end tribal conflicts.',\n",
       " \"The GoSS ordered Ugandan troops hunting rebels of the LRA: Lord's Resistance Army to leave its territory stating that GoSS was trying to avoid more mistakes citing the abduction and murder of a South Sudanese man.\",\n",
       " \"Sudan's northern and southern armies have both failed to meet an end-June deadline for withdrawal from Abyei.\",\n",
       " '1. 1200 elements from SLM-Wing of Peace, JEM-Wing of Peace and SLM-Abu-al-Qasim Imam have integrated into SAF.',\n",
       " \"Sudan's north and south armies have begun to withdraw their forces from the disputed region of Abyei, after missing an end-June deadline.\",\n",
       " 'al-Bashir ordered the release of 89 youths arrested by his government after the May attack on Khartoum. GoS claims JEM forced the youths to join the rebel movement.',\n",
       " 'Court sentenced eight suspected JEM rebels to death, finding them guilty of an attack on Khartoum in May, freed another found not guilty and referred another case to a special juvenile court.',\n",
       " \"Eight Darfur rebels sentenced to death by hanging for their involvement in an attack on the capital in May including JEM leader Khalil Ibrahim's half brother Abdel Aziz el-Nur Ashr. 38 have now been sentenced to death.\",\n",
       " \"A Sudanese court sentenced to death 12 alleged Darfur rebels bringing the number to 50. Sentenced to hang over an attack on Khartoum in May '08. Condemned assumed to be JEM.\",\n",
       " 'Hijackers of a Sudanese airliner surrendered to authorities in Libya. Hijackers claimed they were members of a Faction of Sudan Liberation Movement (SLM), SLM denies. Passengers were flown back to Khartoum.',\n",
       " '1. The coordinates of Nyala were used. 2. A plane was hijacked shortly after taking off from Nyala. The hijackers are said to be followers of Abdel Wahed Mohammed al-Nur, SLM-Nur denies.',\n",
       " '1. A spokesman for the Sudan Liberation Movement/Army told AFP from London that its forces shot down the unmanned drone -- which appeared to be Chinese -- in eastern Jebel Marra.',\n",
       " '1. The coordinates of Nyala were used. 2. A vehicle belonging to the WFP was hijacked by unknown gunmen in Moraia area in the north of Nyala town. According to the driver, the gunmen forced him out of the vehicle and ran away with it to the faraway plain',\n",
       " 'Three committees established by the Tulus locality in South Darfur State have succeeded in conducting talks with the group that declared mutiny last week by hijacking 15 vehicles in the area. A number of paramilitary Popular Defense Forces personnel had',\n",
       " 'GoS (NCP) is attempting to preserve the 2006 peace agreement signed by GoS and East Front rebels (Beja Congress and Free Lions).',\n",
       " 'JEM looted 150 heads of cattle from Ruzaiqat tribe and 40 heads of camel from the nomads in eastern Jabal Ma area.',\n",
       " \"The GoSS will attack the Lord's Resistance Army [LRA] rebels if Joseph Kony does not sign the final peace agreement by the end of November 2008.\",\n",
       " 'Sudanese police detained more than 60 journalists for around three hours and instructed them to go to court for protesting against draconian censorship, reporters and a lawyer said.',\n",
       " 'LRA leader Kony said to be hiding in Maridi in S. Sudan.',\n",
       " '1. Amilitary unit of 200 personnel of JEM led by Ibrahim Abkar Adam, Ibrahim Muhammad Khalil and Ismail Adam Ahmad have agreed to \"join the peace process.\"',\n",
       " '1. Six women were rescued from kidnappers outside Hassa-Hissa IDP camp by Arican Union - United Nations Hybrid Operation in Darfur (UNAMID) soldiers.',\n",
       " \"1. Hawazmah nomads blocked the road which caused traffic to be halted. The leader of the Hawazmah, stated 500 heads of cattle were rustled and that the rustlers had gone to Gilid area where the SPLM's headquarter is located.\",\n",
       " '1. Disarmament Demobilization and Reintegration commissions in northern and southern Sudan received weapons from 5,000 armed forces of SPLA and PDF former fighters.',\n",
       " '1. JEM said it handed over 18 SAF prisoners to the Red Cross, adding to the 20 already released in line with the Doha good will agreement. Red Cross denies it has received prisoners.',\n",
       " 'Insecurity with LRA crossing border',\n",
       " '1. Two gunmen carjacked a vehicle of UNAMID.',\n",
       " '1. Two unknown gunmen carjacked a vehicle last night from UNAMID.']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(acled5m.NOTES)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GWNO</th>\n",
       "      <th>EVENT_ID_CNTY</th>\n",
       "      <th>EVENT_ID_NO_CNTY</th>\n",
       "      <th>EVENT_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>TIME_PRECISION</th>\n",
       "      <th>EVENT_TYPE</th>\n",
       "      <th>ACTOR1</th>\n",
       "      <th>ALLY_ACTOR_1</th>\n",
       "      <th>INTER1</th>\n",
       "      <th>ACTOR2</th>\n",
       "      <th>ALLY_ACTOR_2</th>\n",
       "      <th>INTER2</th>\n",
       "      <th>INTERACTION</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>ADMIN1</th>\n",
       "      <th>ADMIN2</th>\n",
       "      <th>ADMIN3</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>GEO_PRECIS</th>\n",
       "      <th>SOURCE</th>\n",
       "      <th>NOTES</th>\n",
       "      <th>FATALITIES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>82542</th>\n",
       "      <td>625</td>\n",
       "      <td>2237SUD</td>\n",
       "      <td>82543</td>\n",
       "      <td>2008-01-17</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>13.633333</td>\n",
       "      <td>25.350000</td>\n",
       "      <td>3</td>\n",
       "      <td>BBC Monitoring, Sudan Tribune, Agence France P...</td>\n",
       "      <td>1. JEM told Darfur envoys it is willing to mee...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82545</th>\n",
       "      <td>625</td>\n",
       "      <td>2240SUD</td>\n",
       "      <td>82546</td>\n",
       "      <td>2008-01-18</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>SLM/A-Wahid: Sudan Liberation Movement/Army (A...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Mellit</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>16.066667</td>\n",
       "      <td>25.466667</td>\n",
       "      <td>3</td>\n",
       "      <td>AllAfrica; AFNWS00020080118e41i001me</td>\n",
       "      <td>1. UN Special Envoy Jan Eliasson and AU counte...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82549</th>\n",
       "      <td>625</td>\n",
       "      <td>2244SUD</td>\n",
       "      <td>82550</td>\n",
       "      <td>2008-01-31</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Nahr Yei</td>\n",
       "      <td>Morobo</td>\n",
       "      <td>3.691900</td>\n",
       "      <td>30.776300</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring Middle East, 01 Feb 2008 BBCMEP...</td>\n",
       "      <td>LRA moving from Morobo to Tore in S. Sudan.</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82563</th>\n",
       "      <td>625</td>\n",
       "      <td>2258SUD</td>\n",
       "      <td>82564</td>\n",
       "      <td>2008-02-10</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>JEM-PF: Justice and Equality Movement (Peace F...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Blue Nile</td>\n",
       "      <td>Gezira</td>\n",
       "      <td>North al Gazera</td>\n",
       "      <td>Adilah</td>\n",
       "      <td>14.870000</td>\n",
       "      <td>33.226000</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring, Al-Sahafah; BBCMEP0020080210e4...</td>\n",
       "      <td>1. Authorities arrested 50 members of Justice ...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82642</th>\n",
       "      <td>625</td>\n",
       "      <td>2338SUD</td>\n",
       "      <td>82644</td>\n",
       "      <td>2008-05-01</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters Alertnet</td>\n",
       "      <td>Both SAF and SPLA/M have agreed to withdraw fr...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82652</th>\n",
       "      <td>625</td>\n",
       "      <td>2344SUD</td>\n",
       "      <td>82650</td>\n",
       "      <td>2008-05-04</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>SLM/A-Unity: Sudan Liberation Movement/Army (U...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Mellit</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>16.066667</td>\n",
       "      <td>25.466667</td>\n",
       "      <td>3</td>\n",
       "      <td>BBC Monitoring, Sudanese Media Center; BBCMEP0...</td>\n",
       "      <td>1. The coordinates for Northern Darfur were us...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82685</th>\n",
       "      <td>625</td>\n",
       "      <td>2380SUD</td>\n",
       "      <td>82686</td>\n",
       "      <td>2008-06-04</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Agence France Presse</td>\n",
       "      <td>The Governments of Sudan and Southern Sudan ha...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82686</th>\n",
       "      <td>625</td>\n",
       "      <td>2381SUD</td>\n",
       "      <td>82687</td>\n",
       "      <td>2008-06-04</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Unidentified Armed Group (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>One more of four Indian oil technicians who we...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82689</th>\n",
       "      <td>625</td>\n",
       "      <td>2382SUD</td>\n",
       "      <td>82688</td>\n",
       "      <td>2008-06-05</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Bahr al Jabal</td>\n",
       "      <td>Juba</td>\n",
       "      <td>4.851650</td>\n",
       "      <td>31.582470</td>\n",
       "      <td>1</td>\n",
       "      <td>Agence France Presse</td>\n",
       "      <td>The GoS has stated, along with Uganda and the ...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82690</th>\n",
       "      <td>625</td>\n",
       "      <td>2385SUD</td>\n",
       "      <td>82691</td>\n",
       "      <td>2008-06-06</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Kajo Kaii</td>\n",
       "      <td>Kajo Kaji</td>\n",
       "      <td>3.883300</td>\n",
       "      <td>31.666600</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>LRA said to be moving toward Kajo-Keji</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82701</th>\n",
       "      <td>625</td>\n",
       "      <td>2396SUD</td>\n",
       "      <td>82702</td>\n",
       "      <td>2008-06-15</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters Alertnet</td>\n",
       "      <td>The Joint Integrated Unit of troops from the S...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82704</th>\n",
       "      <td>625</td>\n",
       "      <td>2400SUD</td>\n",
       "      <td>82706</td>\n",
       "      <td>2008-06-18</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>15.636100</td>\n",
       "      <td>32.437200</td>\n",
       "      <td>1</td>\n",
       "      <td>Agence France Presse</td>\n",
       "      <td>Thirty-nine suspects went on trial over a Darf...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82705</th>\n",
       "      <td>625</td>\n",
       "      <td>2399SUD</td>\n",
       "      <td>82705</td>\n",
       "      <td>2008-06-18</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Unidentified Armed Group (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>UNAMID: United Nations/African Union Hybrid Op...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>38</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>Al Geneina</td>\n",
       "      <td>El Geneina</td>\n",
       "      <td>13.450000</td>\n",
       "      <td>22.450000</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC News and Sudanese Media Center</td>\n",
       "      <td>Armed Arab militiamen briefly abducted a membe...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82708</th>\n",
       "      <td>625</td>\n",
       "      <td>2403SUD</td>\n",
       "      <td>82709</td>\n",
       "      <td>2008-06-20</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Civilians (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Bahr al Jabal</td>\n",
       "      <td>Juba</td>\n",
       "      <td>4.851650</td>\n",
       "      <td>31.582470</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>South Sudanese authorities from Juba have begu...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82711</th>\n",
       "      <td>625</td>\n",
       "      <td>2407SUD</td>\n",
       "      <td>82713</td>\n",
       "      <td>2008-06-30</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Uganda (1986-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Bahr al Jabal</td>\n",
       "      <td>Nyangwara</td>\n",
       "      <td>4.866600</td>\n",
       "      <td>31.016600</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan Tribune</td>\n",
       "      <td>The GoSS ordered Ugandan troops hunting rebels...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82714</th>\n",
       "      <td>625</td>\n",
       "      <td>2409SUD</td>\n",
       "      <td>82715</td>\n",
       "      <td>2008-07-01</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan Tribune</td>\n",
       "      <td>Sudan's northern and southern armies have both...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82715</th>\n",
       "      <td>625</td>\n",
       "      <td>2410SUD</td>\n",
       "      <td>82716</td>\n",
       "      <td>2008-07-02</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>SLM/A-Wing of Peace: Sudan Liberation Movement...</td>\n",
       "      <td>JEM-PF: Justice and Equality Movement (Peace F...</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>South Darfur</td>\n",
       "      <td>Id El Ghanem</td>\n",
       "      <td>Domaya Camp</td>\n",
       "      <td>11.517000</td>\n",
       "      <td>24.633000</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring, Sudanese Media Center; BBCMEP0...</td>\n",
       "      <td>1. 1200 elements from SLM-Wing of Peace, JEM-W...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82716</th>\n",
       "      <td>625</td>\n",
       "      <td>2411SUD</td>\n",
       "      <td>82717</td>\n",
       "      <td>2008-07-04</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>Sudan's north and south armies have begun to w...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82731</th>\n",
       "      <td>625</td>\n",
       "      <td>2427SUD</td>\n",
       "      <td>82733</td>\n",
       "      <td>2008-07-23</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>15.588056</td>\n",
       "      <td>32.534167</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>al-Bashir ordered the release of 89 youths arr...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82740</th>\n",
       "      <td>625</td>\n",
       "      <td>2437SUD</td>\n",
       "      <td>82743</td>\n",
       "      <td>2008-07-29</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>15.588056</td>\n",
       "      <td>32.534167</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>Court sentenced eight suspected JEM rebels to ...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82757</th>\n",
       "      <td>625</td>\n",
       "      <td>2452SUD</td>\n",
       "      <td>82758</td>\n",
       "      <td>2008-08-17</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>15.636100</td>\n",
       "      <td>32.437200</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters Alertnet</td>\n",
       "      <td>Eight Darfur rebels sentenced to death by hang...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82759</th>\n",
       "      <td>625</td>\n",
       "      <td>2454SUD</td>\n",
       "      <td>82760</td>\n",
       "      <td>2008-08-20</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>Omdurman</td>\n",
       "      <td>15.636100</td>\n",
       "      <td>32.437200</td>\n",
       "      <td>1</td>\n",
       "      <td>Agence France Presse</td>\n",
       "      <td>A Sudanese court sentenced to death 12 alleged...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82768</th>\n",
       "      <td>625</td>\n",
       "      <td>2463SUD</td>\n",
       "      <td>82769</td>\n",
       "      <td>2008-08-27</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Unidentified Armed Group (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>Civilians (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>37</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>15.588056</td>\n",
       "      <td>32.534167</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>Hijackers of a Sudanese airliner surrendered t...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82770</th>\n",
       "      <td>625</td>\n",
       "      <td>2465SUD</td>\n",
       "      <td>82771</td>\n",
       "      <td>2008-08-28</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>SLM/A-Nur: Sudan Liberation Movement/Army (Nur...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>South Darfur</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>24.883300</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters, Associated Press; LBA0000020080826e48...</td>\n",
       "      <td>1. The coordinates of Nyala were used. 2. A pl...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82771</th>\n",
       "      <td>625</td>\n",
       "      <td>2467SUD</td>\n",
       "      <td>82773</td>\n",
       "      <td>2008-09-03</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Kabkabiya</td>\n",
       "      <td>Jabal Marrah</td>\n",
       "      <td>13.750000</td>\n",
       "      <td>24.500000</td>\n",
       "      <td>2</td>\n",
       "      <td>Agence France Presse, Reuters; AFPR00002008082...</td>\n",
       "      <td>1. A spokesman for the Sudan Liberation Moveme...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82778</th>\n",
       "      <td>625</td>\n",
       "      <td>2473SUD</td>\n",
       "      <td>82779</td>\n",
       "      <td>2008-09-06</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>SLM/A-Nur: Sudan Liberation Movement/Army (Nur...</td>\n",
       "      <td>SLM/A-Unity: Sudan Liberation Movement/Army (U...</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>South Darfur</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>24.883300</td>\n",
       "      <td>2</td>\n",
       "      <td>BBC Monitoring, Sudanese newspaper Al-Sahafah,...</td>\n",
       "      <td>1. The coordinates of Nyala were used. 2. A ve...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82796</th>\n",
       "      <td>625</td>\n",
       "      <td>2490SUD</td>\n",
       "      <td>82796</td>\n",
       "      <td>2008-09-21</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Civilians (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>South Darfur</td>\n",
       "      <td>Tulus</td>\n",
       "      <td>Tulus</td>\n",
       "      <td>11.050000</td>\n",
       "      <td>24.550000</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>Three committees established by the Tulus loca...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82797</th>\n",
       "      <td>625</td>\n",
       "      <td>2492SUD</td>\n",
       "      <td>82798</td>\n",
       "      <td>2008-09-21</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Eastern Front</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>15.588056</td>\n",
       "      <td>32.534167</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>GoS (NCP) is attempting to preserve the 2006 p...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82798</th>\n",
       "      <td>625</td>\n",
       "      <td>2493SUD</td>\n",
       "      <td>82799</td>\n",
       "      <td>2008-10-07</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Rizaygat Ethnic Militia (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kassala</td>\n",
       "      <td>Red Sea</td>\n",
       "      <td>Port Sudan</td>\n",
       "      <td>Jabal Ma</td>\n",
       "      <td>20.083300</td>\n",
       "      <td>33.616600</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>JEM looted 150 heads of cattle from Ruzaiqat t...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82809</th>\n",
       "      <td>625</td>\n",
       "      <td>2504SUD</td>\n",
       "      <td>82810</td>\n",
       "      <td>2008-11-12</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Bahr al Jabal</td>\n",
       "      <td>Juba</td>\n",
       "      <td>4.851650</td>\n",
       "      <td>31.582470</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring and Radio France Internationale...</td>\n",
       "      <td>The GoSS will attack the Lord's Resistance Arm...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82813</th>\n",
       "      <td>625</td>\n",
       "      <td>2508SUD</td>\n",
       "      <td>82814</td>\n",
       "      <td>2008-11-17</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Police Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Civilians (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>Khartoum</td>\n",
       "      <td>15.588056</td>\n",
       "      <td>32.534167</td>\n",
       "      <td>1</td>\n",
       "      <td>Agence France Presse AFPR000020081117e4bh006ey</td>\n",
       "      <td>Sudanese police detained more than 60 journali...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82830</th>\n",
       "      <td>625</td>\n",
       "      <td>2524SUD</td>\n",
       "      <td>82830</td>\n",
       "      <td>2009-01-01</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>West Equatoria</td>\n",
       "      <td>Meridi</td>\n",
       "      <td>Ras Tigi</td>\n",
       "      <td>4.914720</td>\n",
       "      <td>29.476940</td>\n",
       "      <td>1</td>\n",
       "      <td>New Vision, 2 Jan 2009</td>\n",
       "      <td>LRA leader Kony said to be hiding in Maridi in...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82835</th>\n",
       "      <td>625</td>\n",
       "      <td>2528SUD</td>\n",
       "      <td>82834</td>\n",
       "      <td>2009-01-04</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>13.633333</td>\n",
       "      <td>25.350000</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring, Suna; BBCMEP0020090104e5140008d</td>\n",
       "      <td>1. Amilitary unit of 200 personnel of JEM led ...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82852</th>\n",
       "      <td>625</td>\n",
       "      <td>2546SUD</td>\n",
       "      <td>82852</td>\n",
       "      <td>2009-01-14</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>UNAMID: United Nations/African Union Hybrid Op...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>Zallingi</td>\n",
       "      <td>Zalingei</td>\n",
       "      <td>12.900000</td>\n",
       "      <td>23.483300</td>\n",
       "      <td>2</td>\n",
       "      <td>Sudan Tribune; SUDTRI0020090115e51f0002t</td>\n",
       "      <td>1. Six women were rescued from kidnappers outs...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82887</th>\n",
       "      <td>625</td>\n",
       "      <td>2581SUD</td>\n",
       "      <td>82887</td>\n",
       "      <td>2009-02-10</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Hawazmah Ethnic Militia (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Dilling</td>\n",
       "      <td>Dilling</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>29.650000</td>\n",
       "      <td>2</td>\n",
       "      <td>BBC Monitoring, newspaper Akhir Lahzah; BBCMNF...</td>\n",
       "      <td>1. Hawazmah nomads blocked the road which caus...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82892</th>\n",
       "      <td>625</td>\n",
       "      <td>2586SUD</td>\n",
       "      <td>82892</td>\n",
       "      <td>2009-02-12</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>PDF: Popular Defence Forces</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Blue Nile</td>\n",
       "      <td>Blue Nile</td>\n",
       "      <td>Ad Damazin</td>\n",
       "      <td>Ad-Damazin</td>\n",
       "      <td>11.789100</td>\n",
       "      <td>34.359200</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring, Sudanese newspaper Akhbar al-Y...</td>\n",
       "      <td>1. Disarmament Demobilization and Reintegratio...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82903</th>\n",
       "      <td>625</td>\n",
       "      <td>2599SUD</td>\n",
       "      <td>82905</td>\n",
       "      <td>2009-02-21</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>Zallingi</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>12.883333</td>\n",
       "      <td>22.966667</td>\n",
       "      <td>3</td>\n",
       "      <td>BBC Monitoring, Radio Miraya FM, Sudan Tribune...</td>\n",
       "      <td>1. JEM said it handed over 18 SAF prisoners to...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82916</th>\n",
       "      <td>625</td>\n",
       "      <td>2611SUD</td>\n",
       "      <td>82917</td>\n",
       "      <td>2009-03-04</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>West Equatoria</td>\n",
       "      <td>Yambio</td>\n",
       "      <td>Yambio</td>\n",
       "      <td>4.570560</td>\n",
       "      <td>28.416390</td>\n",
       "      <td>2</td>\n",
       "      <td>IRIN</td>\n",
       "      <td>Insecurity with LRA crossing border</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82929</th>\n",
       "      <td>625</td>\n",
       "      <td>2623SUD</td>\n",
       "      <td>82929</td>\n",
       "      <td>2009-03-19</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Unidentified Armed Group (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>UNAMID: United Nations/African Union Hybrid Op...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>38</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>South Darfur</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>Nyala</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>24.883300</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan Tribune; SUDTRI0020090319e53j0008d</td>\n",
       "      <td>1. Two gunmen carjacked a vehicle of UNAMID.</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82945</th>\n",
       "      <td>625</td>\n",
       "      <td>2639SUD</td>\n",
       "      <td>82945</td>\n",
       "      <td>2009-04-08</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Unidentified Armed Group (Sudan)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>UNAMID: United Nations/African Union Hybrid Op...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>38</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>North Darfur</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>Al Fasher</td>\n",
       "      <td>13.633333</td>\n",
       "      <td>25.350000</td>\n",
       "      <td>1</td>\n",
       "      <td>Sudan Tribune; SUDTRI0020090408e5480005m</td>\n",
       "      <td>1. Two unknown gunmen carjacked a vehicle last...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       GWNO EVENT_ID_CNTY  EVENT_ID_NO_CNTY EVENT_DATE  YEAR  TIME_PRECISION  \\\n",
       "82542   625       2237SUD             82543 2008-01-17  2008               1   \n",
       "82545   625       2240SUD             82546 2008-01-18  2008               1   \n",
       "82549   625       2244SUD             82550 2008-01-31  2008               1   \n",
       "82563   625       2258SUD             82564 2008-02-10  2008               2   \n",
       "82642   625       2338SUD             82644 2008-05-01  2008               1   \n",
       "82652   625       2344SUD             82650 2008-05-04  2008               1   \n",
       "82685   625       2380SUD             82686 2008-06-04  2008               1   \n",
       "82686   625       2381SUD             82687 2008-06-04  2008               1   \n",
       "82689   625       2382SUD             82688 2008-06-05  2008               1   \n",
       "82690   625       2385SUD             82691 2008-06-06  2008               1   \n",
       "82701   625       2396SUD             82702 2008-06-15  2008               1   \n",
       "82704   625       2400SUD             82706 2008-06-18  2008               1   \n",
       "82705   625       2399SUD             82705 2008-06-18  2008               1   \n",
       "82708   625       2403SUD             82709 2008-06-20  2008               1   \n",
       "82711   625       2407SUD             82713 2008-06-30  2008               1   \n",
       "82714   625       2409SUD             82715 2008-07-01  2008               1   \n",
       "82715   625       2410SUD             82716 2008-07-02  2008               2   \n",
       "82716   625       2411SUD             82717 2008-07-04  2008               1   \n",
       "82731   625       2427SUD             82733 2008-07-23  2008               1   \n",
       "82740   625       2437SUD             82743 2008-07-29  2008               1   \n",
       "82757   625       2452SUD             82758 2008-08-17  2008               1   \n",
       "82759   625       2454SUD             82760 2008-08-20  2008               1   \n",
       "82768   625       2463SUD             82769 2008-08-27  2008               1   \n",
       "82770   625       2465SUD             82771 2008-08-28  2008               1   \n",
       "82771   625       2467SUD             82773 2008-09-03  2008               1   \n",
       "82778   625       2473SUD             82779 2008-09-06  2008               2   \n",
       "82796   625       2490SUD             82796 2008-09-21  2008               1   \n",
       "82797   625       2492SUD             82798 2008-09-21  2008               1   \n",
       "82798   625       2493SUD             82799 2008-10-07  2008               1   \n",
       "82809   625       2504SUD             82810 2008-11-12  2008               1   \n",
       "82813   625       2508SUD             82814 2008-11-17  2008               1   \n",
       "82830   625       2524SUD             82830 2009-01-01  2009               1   \n",
       "82835   625       2528SUD             82834 2009-01-04  2009               2   \n",
       "82852   625       2546SUD             82852 2009-01-14  2009               1   \n",
       "82887   625       2581SUD             82887 2009-02-10  2009               1   \n",
       "82892   625       2586SUD             82892 2009-02-12  2009               2   \n",
       "82903   625       2599SUD             82905 2009-02-21  2009               2   \n",
       "82916   625       2611SUD             82917 2009-03-04  2009               2   \n",
       "82929   625       2623SUD             82929 2009-03-19  2009               2   \n",
       "82945   625       2639SUD             82945 2009-04-08  2009               2   \n",
       "\n",
       "                                     EVENT_TYPE  \\\n",
       "82542  Non-violent activity by a conflict actor   \n",
       "82545  Non-violent activity by a conflict actor   \n",
       "82549  Non-violent activity by a conflict actor   \n",
       "82563  Non-violent activity by a conflict actor   \n",
       "82642  Non-violent activity by a conflict actor   \n",
       "82652  Non-violent activity by a conflict actor   \n",
       "82685  Non-violent activity by a conflict actor   \n",
       "82686  Non-violent activity by a conflict actor   \n",
       "82689  Non-violent activity by a conflict actor   \n",
       "82690  Non-violent activity by a conflict actor   \n",
       "82701  Non-violent activity by a conflict actor   \n",
       "82704  Non-violent activity by a conflict actor   \n",
       "82705  Non-violent activity by a conflict actor   \n",
       "82708  Non-violent activity by a conflict actor   \n",
       "82711  Non-violent activity by a conflict actor   \n",
       "82714  Non-violent activity by a conflict actor   \n",
       "82715  Non-violent activity by a conflict actor   \n",
       "82716  Non-violent activity by a conflict actor   \n",
       "82731  Non-violent activity by a conflict actor   \n",
       "82740  Non-violent activity by a conflict actor   \n",
       "82757  Non-violent activity by a conflict actor   \n",
       "82759  Non-violent activity by a conflict actor   \n",
       "82768  Non-violent activity by a conflict actor   \n",
       "82770  Non-violent activity by a conflict actor   \n",
       "82771  Non-violent activity by a conflict actor   \n",
       "82778  Non-violent activity by a conflict actor   \n",
       "82796  Non-violent activity by a conflict actor   \n",
       "82797  Non-violent activity by a conflict actor   \n",
       "82798  Non-violent activity by a conflict actor   \n",
       "82809  Non-violent activity by a conflict actor   \n",
       "82813  Non-violent activity by a conflict actor   \n",
       "82830  Non-violent activity by a conflict actor   \n",
       "82835  Non-violent activity by a conflict actor   \n",
       "82852  Non-violent activity by a conflict actor   \n",
       "82887  Non-violent activity by a conflict actor   \n",
       "82892  Non-violent activity by a conflict actor   \n",
       "82903  Non-violent activity by a conflict actor   \n",
       "82916  Non-violent activity by a conflict actor   \n",
       "82929  Non-violent activity by a conflict actor   \n",
       "82945  Non-violent activity by a conflict actor   \n",
       "\n",
       "                                                  ACTOR1  \\\n",
       "82542                 JEM: Justice and Equality Movement   \n",
       "82545  SLM/A-Wahid: Sudan Liberation Movement/Army (A...   \n",
       "82549                        LRA: Lord's Resistance Army   \n",
       "82563  JEM-PF: Justice and Equality Movement (Peace F...   \n",
       "82642                   Military Forces of Sudan (1989-)   \n",
       "82652  SLM/A-Unity: Sudan Liberation Movement/Army (U...   \n",
       "82685                   Military Forces of Sudan (1989-)   \n",
       "82686                   Unidentified Armed Group (Sudan)   \n",
       "82689                   Military Forces of Sudan (1989-)   \n",
       "82690                        LRA: Lord's Resistance Army   \n",
       "82701                   Military Forces of Sudan (1989-)   \n",
       "82704                   Military Forces of Sudan (1989-)   \n",
       "82705                   Unidentified Armed Group (Sudan)   \n",
       "82708      Military Forces of Southern Sudan (2005-2011)   \n",
       "82711      Military Forces of Southern Sudan (2005-2011)   \n",
       "82714                   Military Forces of Sudan (1989-)   \n",
       "82715  SLM/A-Wing of Peace: Sudan Liberation Movement...   \n",
       "82716                   Military Forces of Sudan (1989-)   \n",
       "82731                   Military Forces of Sudan (1989-)   \n",
       "82740                   Military Forces of Sudan (1989-)   \n",
       "82757                   Military Forces of Sudan (1989-)   \n",
       "82759                   Military Forces of Sudan (1989-)   \n",
       "82768                   Unidentified Armed Group (Sudan)   \n",
       "82770  SLM/A-Nur: Sudan Liberation Movement/Army (Nur...   \n",
       "82771      Military Forces of Southern Sudan (2005-2011)   \n",
       "82778                   Military Forces of Sudan (1989-)   \n",
       "82796                   Military Forces of Sudan (1989-)   \n",
       "82797                   Military Forces of Sudan (1989-)   \n",
       "82798                    Rizaygat Ethnic Militia (Sudan)   \n",
       "82809      Military Forces of Southern Sudan (2005-2011)   \n",
       "82813                     Police Forces of Sudan (1989-)   \n",
       "82830                        LRA: Lord's Resistance Army   \n",
       "82835                 JEM: Justice and Equality Movement   \n",
       "82852  UNAMID: United Nations/African Union Hybrid Op...   \n",
       "82887                    Hawazmah Ethnic Militia (Sudan)   \n",
       "82892      Military Forces of Southern Sudan (2005-2011)   \n",
       "82903                 JEM: Justice and Equality Movement   \n",
       "82916                        LRA: Lord's Resistance Army   \n",
       "82929                   Unidentified Armed Group (Sudan)   \n",
       "82945                   Unidentified Armed Group (Sudan)   \n",
       "\n",
       "                                            ALLY_ACTOR_1  INTER1  \\\n",
       "82542              SLM/A: Sudan Liberation Movement/Army       2   \n",
       "82545                                                NaN       2   \n",
       "82549                                                NaN       2   \n",
       "82563                                                NaN       2   \n",
       "82642                                                NaN       1   \n",
       "82652                                                NaN       2   \n",
       "82685                                                NaN       1   \n",
       "82686                                                NaN       3   \n",
       "82689                                                NaN       1   \n",
       "82690                                                NaN       2   \n",
       "82701                                                NaN       1   \n",
       "82704                                                NaN       1   \n",
       "82705                                                NaN       3   \n",
       "82708                                                NaN       1   \n",
       "82711                                                NaN       1   \n",
       "82714                                                NaN       1   \n",
       "82715  JEM-PF: Justice and Equality Movement (Peace F...       2   \n",
       "82716                                                NaN       1   \n",
       "82731                                                NaN       1   \n",
       "82740                                                NaN       1   \n",
       "82757                                                NaN       1   \n",
       "82759                                                NaN       1   \n",
       "82768                                                NaN       3   \n",
       "82770                                                NaN       2   \n",
       "82771                                                NaN       1   \n",
       "82778                                                NaN       1   \n",
       "82796                                                NaN       1   \n",
       "82797                                                NaN       1   \n",
       "82798                                                NaN       4   \n",
       "82809                                                NaN       1   \n",
       "82813                                                NaN       1   \n",
       "82830                                                NaN       2   \n",
       "82835              SLM/A: Sudan Liberation Movement/Army       2   \n",
       "82852                                                NaN       8   \n",
       "82887                                                NaN       4   \n",
       "82892                        PDF: Popular Defence Forces       1   \n",
       "82903              SLM/A: Sudan Liberation Movement/Army       2   \n",
       "82916                                                NaN       2   \n",
       "82929                                                NaN       3   \n",
       "82945                                                NaN       3   \n",
       "\n",
       "                                                  ACTOR2  \\\n",
       "82542                                                NaN   \n",
       "82545                                                NaN   \n",
       "82549                                                NaN   \n",
       "82563                                                NaN   \n",
       "82642      Military Forces of Southern Sudan (2005-2011)   \n",
       "82652                                                NaN   \n",
       "82685      Military Forces of Southern Sudan (2005-2011)   \n",
       "82686                                                NaN   \n",
       "82689                        LRA: Lord's Resistance Army   \n",
       "82690                                                NaN   \n",
       "82701      Military Forces of Southern Sudan (2005-2011)   \n",
       "82704              SLM/A: Sudan Liberation Movement/Army   \n",
       "82705  UNAMID: United Nations/African Union Hybrid Op...   \n",
       "82708                                  Civilians (Sudan)   \n",
       "82711                  Military Forces of Uganda (1986-)   \n",
       "82714      Military Forces of Southern Sudan (2005-2011)   \n",
       "82715                                                NaN   \n",
       "82716      Military Forces of Southern Sudan (2005-2011)   \n",
       "82731                 JEM: Justice and Equality Movement   \n",
       "82740                 JEM: Justice and Equality Movement   \n",
       "82757                 JEM: Justice and Equality Movement   \n",
       "82759                 JEM: Justice and Equality Movement   \n",
       "82768                                  Civilians (Sudan)   \n",
       "82770                   Military Forces of Sudan (1989-)   \n",
       "82771                                                NaN   \n",
       "82778  SLM/A-Nur: Sudan Liberation Movement/Army (Nur...   \n",
       "82796                                  Civilians (Sudan)   \n",
       "82797                                      Eastern Front   \n",
       "82798                 JEM: Justice and Equality Movement   \n",
       "82809                        LRA: Lord's Resistance Army   \n",
       "82813                                  Civilians (Sudan)   \n",
       "82830                                                NaN   \n",
       "82835                                                NaN   \n",
       "82852                                                NaN   \n",
       "82887                                                NaN   \n",
       "82892                                                NaN   \n",
       "82903                                                NaN   \n",
       "82916                                                NaN   \n",
       "82929  UNAMID: United Nations/African Union Hybrid Op...   \n",
       "82945  UNAMID: United Nations/African Union Hybrid Op...   \n",
       "\n",
       "                                            ALLY_ACTOR_2  INTER2  INTERACTION  \\\n",
       "82542                                                NaN       0           20   \n",
       "82545                                                NaN       0           20   \n",
       "82549                                                NaN       0           20   \n",
       "82563                                                NaN       0           20   \n",
       "82642                                                NaN       1           11   \n",
       "82652                                                NaN       0           20   \n",
       "82685                                                NaN       1           11   \n",
       "82686                                                NaN       0           30   \n",
       "82689                                                NaN       2           12   \n",
       "82690                                                NaN       0           20   \n",
       "82701                                                NaN       1           11   \n",
       "82704                                                NaN       2           12   \n",
       "82705                                                NaN       8           38   \n",
       "82708                                                NaN       7           17   \n",
       "82711                                                NaN       8           18   \n",
       "82714                                                NaN       1           11   \n",
       "82715                                                NaN       0           20   \n",
       "82716                                                NaN       1           11   \n",
       "82731                                                NaN       2           12   \n",
       "82740                                                NaN       2           12   \n",
       "82757                                                NaN       2           12   \n",
       "82759                                                NaN       2           12   \n",
       "82768                                                NaN       7           37   \n",
       "82770                                                NaN       1           12   \n",
       "82771                                                NaN       0           10   \n",
       "82778  SLM/A-Unity: Sudan Liberation Movement/Army (U...       2           12   \n",
       "82796                                                NaN       7           17   \n",
       "82797                                                NaN       2           12   \n",
       "82798                                                NaN       2           24   \n",
       "82809                                                NaN       2           12   \n",
       "82813                                                NaN       7           17   \n",
       "82830                                                NaN       0           20   \n",
       "82835                                                NaN       0           20   \n",
       "82852                                                NaN       0           80   \n",
       "82887                                                NaN       0           40   \n",
       "82892                                                NaN       0           10   \n",
       "82903                                                NaN       0           20   \n",
       "82916                                                NaN       0           20   \n",
       "82929                                                NaN       8           38   \n",
       "82945                                                NaN       8           38   \n",
       "\n",
       "      COUNTRY     ADMIN1             ADMIN2           ADMIN3      LOCATION  \\\n",
       "82542   Sudan     Darfur       North Darfur        Al Fasher     Al Fasher   \n",
       "82545   Sudan     Darfur       North Darfur           Mellit  North Darfur   \n",
       "82549   Sudan  Equatoria  Central Equatoria         Nahr Yei        Morobo   \n",
       "82563   Sudan  Blue Nile             Gezira  North al Gazera        Adilah   \n",
       "82642   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82652   Sudan     Darfur       North Darfur           Mellit  North Darfur   \n",
       "82685   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82686   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82689   Sudan  Equatoria  Central Equatoria    Bahr al Jabal          Juba   \n",
       "82690   Sudan  Equatoria  Central Equatoria        Kajo Kaii     Kajo Kaji   \n",
       "82701   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82704   Sudan   Khartoum           Khartoum         Omdurman      Omdurman   \n",
       "82705   Sudan     Darfur        West Darfur       Al Geneina    El Geneina   \n",
       "82708   Sudan  Equatoria  Central Equatoria    Bahr al Jabal          Juba   \n",
       "82711   Sudan  Equatoria  Central Equatoria    Bahr al Jabal     Nyangwara   \n",
       "82714   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82715   Sudan     Darfur       South Darfur     Id El Ghanem   Domaya Camp   \n",
       "82716   Sudan   Kordofan     South Kordufan            Abyei         Abyei   \n",
       "82731   Sudan   Khartoum           Khartoum         Khartoum      Khartoum   \n",
       "82740   Sudan   Khartoum           Khartoum         Khartoum      Khartoum   \n",
       "82757   Sudan   Khartoum           Khartoum         Omdurman      Omdurman   \n",
       "82759   Sudan   Khartoum           Khartoum         Omdurman      Omdurman   \n",
       "82768   Sudan   Khartoum           Khartoum         Khartoum      Khartoum   \n",
       "82770   Sudan     Darfur       South Darfur            Nyala         Nyala   \n",
       "82771   Sudan     Darfur       North Darfur        Kabkabiya  Jabal Marrah   \n",
       "82778   Sudan     Darfur       South Darfur            Nyala         Nyala   \n",
       "82796   Sudan     Darfur       South Darfur            Tulus         Tulus   \n",
       "82797   Sudan   Khartoum           Khartoum         Khartoum      Khartoum   \n",
       "82798   Sudan    Kassala            Red Sea       Port Sudan      Jabal Ma   \n",
       "82809   Sudan  Equatoria  Central Equatoria    Bahr al Jabal          Juba   \n",
       "82813   Sudan   Khartoum           Khartoum         Khartoum      Khartoum   \n",
       "82830   Sudan  Equatoria     West Equatoria           Meridi      Ras Tigi   \n",
       "82835   Sudan     Darfur       North Darfur        Al Fasher     Al Fasher   \n",
       "82852   Sudan     Darfur        West Darfur         Zallingi      Zalingei   \n",
       "82887   Sudan   Kordofan     South Kordufan          Dilling       Dilling   \n",
       "82892   Sudan  Blue Nile          Blue Nile       Ad Damazin    Ad-Damazin   \n",
       "82903   Sudan     Darfur        West Darfur         Zallingi   West Darfur   \n",
       "82916   Sudan  Equatoria     West Equatoria           Yambio        Yambio   \n",
       "82929   Sudan     Darfur       South Darfur            Nyala         Nyala   \n",
       "82945   Sudan     Darfur       North Darfur        Al Fasher     Al Fasher   \n",
       "\n",
       "        LATITUDE  LONGITUDE  GEO_PRECIS  \\\n",
       "82542  13.633333  25.350000           3   \n",
       "82545  16.066667  25.466667           3   \n",
       "82549   3.691900  30.776300           1   \n",
       "82563  14.870000  33.226000           1   \n",
       "82642   9.595247  28.434934           1   \n",
       "82652  16.066667  25.466667           3   \n",
       "82685   9.595247  28.434934           1   \n",
       "82686   9.595247  28.434934           1   \n",
       "82689   4.851650  31.582470           1   \n",
       "82690   3.883300  31.666600           1   \n",
       "82701   9.595247  28.434934           1   \n",
       "82704  15.636100  32.437200           1   \n",
       "82705  13.450000  22.450000           1   \n",
       "82708   4.851650  31.582470           1   \n",
       "82711   4.866600  31.016600           1   \n",
       "82714   9.595247  28.434934           1   \n",
       "82715  11.517000  24.633000           1   \n",
       "82716   9.595247  28.434934           1   \n",
       "82731  15.588056  32.534167           1   \n",
       "82740  15.588056  32.534167           1   \n",
       "82757  15.636100  32.437200           1   \n",
       "82759  15.636100  32.437200           1   \n",
       "82768  15.588056  32.534167           1   \n",
       "82770  12.050000  24.883300           1   \n",
       "82771  13.750000  24.500000           2   \n",
       "82778  12.050000  24.883300           2   \n",
       "82796  11.050000  24.550000           1   \n",
       "82797  15.588056  32.534167           1   \n",
       "82798  20.083300  33.616600           1   \n",
       "82809   4.851650  31.582470           1   \n",
       "82813  15.588056  32.534167           1   \n",
       "82830   4.914720  29.476940           1   \n",
       "82835  13.633333  25.350000           1   \n",
       "82852  12.900000  23.483300           2   \n",
       "82887  12.050000  29.650000           2   \n",
       "82892  11.789100  34.359200           1   \n",
       "82903  12.883333  22.966667           3   \n",
       "82916   4.570560  28.416390           2   \n",
       "82929  12.050000  24.883300           1   \n",
       "82945  13.633333  25.350000           1   \n",
       "\n",
       "                                                  SOURCE  \\\n",
       "82542  BBC Monitoring, Sudan Tribune, Agence France P...   \n",
       "82545               AllAfrica; AFNWS00020080118e41i001me   \n",
       "82549  BBC Monitoring Middle East, 01 Feb 2008 BBCMEP...   \n",
       "82563  BBC Monitoring, Al-Sahafah; BBCMEP0020080210e4...   \n",
       "82642                                   Reuters Alertnet   \n",
       "82652  BBC Monitoring, Sudanese Media Center; BBCMEP0...   \n",
       "82685                               Agence France Presse   \n",
       "82686                                            Reuters   \n",
       "82689                               Agence France Presse   \n",
       "82690                                     BBC Monitoring   \n",
       "82701                                   Reuters Alertnet   \n",
       "82704                               Agence France Presse   \n",
       "82705                 BBC News and Sudanese Media Center   \n",
       "82708                                     BBC Monitoring   \n",
       "82711                                      Sudan Tribune   \n",
       "82714                                      Sudan Tribune   \n",
       "82715  BBC Monitoring, Sudanese Media Center; BBCMEP0...   \n",
       "82716                                            Reuters   \n",
       "82731                                     BBC Monitoring   \n",
       "82740                                            Reuters   \n",
       "82757                                   Reuters Alertnet   \n",
       "82759                               Agence France Presse   \n",
       "82768                                            Reuters   \n",
       "82770  Reuters, Associated Press; LBA0000020080826e48...   \n",
       "82771  Agence France Presse, Reuters; AFPR00002008082...   \n",
       "82778  BBC Monitoring, Sudanese newspaper Al-Sahafah,...   \n",
       "82796                                     BBC Monitoring   \n",
       "82797                                     BBC Monitoring   \n",
       "82798                                     BBC Monitoring   \n",
       "82809  BBC Monitoring and Radio France Internationale...   \n",
       "82813     Agence France Presse AFPR000020081117e4bh006ey   \n",
       "82830                             New Vision, 2 Jan 2009   \n",
       "82835    BBC Monitoring, Suna; BBCMEP0020090104e5140008d   \n",
       "82852           Sudan Tribune; SUDTRI0020090115e51f0002t   \n",
       "82887  BBC Monitoring, newspaper Akhir Lahzah; BBCMNF...   \n",
       "82892  BBC Monitoring, Sudanese newspaper Akhbar al-Y...   \n",
       "82903  BBC Monitoring, Radio Miraya FM, Sudan Tribune...   \n",
       "82916                                               IRIN   \n",
       "82929           Sudan Tribune; SUDTRI0020090319e53j0008d   \n",
       "82945           Sudan Tribune; SUDTRI0020090408e5480005m   \n",
       "\n",
       "                                                   NOTES  FATALITIES  \n",
       "82542  1. JEM told Darfur envoys it is willing to mee...         0.0  \n",
       "82545  1. UN Special Envoy Jan Eliasson and AU counte...         0.0  \n",
       "82549        LRA moving from Morobo to Tore in S. Sudan.         0.0  \n",
       "82563  1. Authorities arrested 50 members of Justice ...         0.0  \n",
       "82642  Both SAF and SPLA/M have agreed to withdraw fr...         0.0  \n",
       "82652  1. The coordinates for Northern Darfur were us...         0.0  \n",
       "82685  The Governments of Sudan and Southern Sudan ha...         0.0  \n",
       "82686  One more of four Indian oil technicians who we...         0.0  \n",
       "82689  The GoS has stated, along with Uganda and the ...         0.0  \n",
       "82690             LRA said to be moving toward Kajo-Keji         0.0  \n",
       "82701  The Joint Integrated Unit of troops from the S...         0.0  \n",
       "82704  Thirty-nine suspects went on trial over a Darf...         0.0  \n",
       "82705  Armed Arab militiamen briefly abducted a membe...         0.0  \n",
       "82708  South Sudanese authorities from Juba have begu...         0.0  \n",
       "82711  The GoSS ordered Ugandan troops hunting rebels...         0.0  \n",
       "82714  Sudan's northern and southern armies have both...         0.0  \n",
       "82715  1. 1200 elements from SLM-Wing of Peace, JEM-W...         0.0  \n",
       "82716  Sudan's north and south armies have begun to w...         0.0  \n",
       "82731  al-Bashir ordered the release of 89 youths arr...         0.0  \n",
       "82740  Court sentenced eight suspected JEM rebels to ...         0.0  \n",
       "82757  Eight Darfur rebels sentenced to death by hang...         0.0  \n",
       "82759  A Sudanese court sentenced to death 12 alleged...         0.0  \n",
       "82768  Hijackers of a Sudanese airliner surrendered t...         0.0  \n",
       "82770  1. The coordinates of Nyala were used. 2. A pl...         0.0  \n",
       "82771  1. A spokesman for the Sudan Liberation Moveme...         0.0  \n",
       "82778  1. The coordinates of Nyala were used. 2. A ve...         0.0  \n",
       "82796  Three committees established by the Tulus loca...         0.0  \n",
       "82797  GoS (NCP) is attempting to preserve the 2006 p...         0.0  \n",
       "82798  JEM looted 150 heads of cattle from Ruzaiqat t...         0.0  \n",
       "82809  The GoSS will attack the Lord's Resistance Arm...         0.0  \n",
       "82813  Sudanese police detained more than 60 journali...         0.0  \n",
       "82830  LRA leader Kony said to be hiding in Maridi in...         0.0  \n",
       "82835  1. Amilitary unit of 200 personnel of JEM led ...         0.0  \n",
       "82852  1. Six women were rescued from kidnappers outs...         0.0  \n",
       "82887  1. Hawazmah nomads blocked the road which caus...         0.0  \n",
       "82892  1. Disarmament Demobilization and Reintegratio...         0.0  \n",
       "82903  1. JEM said it handed over 18 SAF prisoners to...         0.0  \n",
       "82916                Insecurity with LRA crossing border         0.0  \n",
       "82929       1. Two gunmen carjacked a vehicle of UNAMID.         0.0  \n",
       "82945  1. Two unknown gunmen carjacked a vehicle last...         0.0  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acled5m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "\n",
    "geo_acled = gpd.GeoDataFrame(\n",
    "    acled_movement[['EVENT_ID_CNTY','LATITUDE','LONGITUDE']], \n",
    "    geometry=gpd.points_from_xy(acled_movement.LONGITUDE, acled_movement.LATITUDE))\n",
    "\n",
    "geo_jmac = gpd.GeoDataFrame(\n",
    "    darfur_movement,\n",
    "    geometry=gpd.points_from_xy(darfur_movement.longitude,darfur_movement.latitude))\n",
    "\n",
    "darfur = gpd.read_file('Darfur/Darfur.shp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EVENT_ID_CNTY</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2228SUD</td>\n",
       "      <td>13.450000</td>\n",
       "      <td>22.450000</td>\n",
       "      <td>POINT (22.45000 13.45000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2244SUD</td>\n",
       "      <td>3.691900</td>\n",
       "      <td>30.776300</td>\n",
       "      <td>POINT (30.77630 3.69190)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2338SUD</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>POINT (28.43493 9.59525)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2385SUD</td>\n",
       "      <td>3.883300</td>\n",
       "      <td>31.666600</td>\n",
       "      <td>POINT (31.66660 3.88330)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2396SUD</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>POINT (28.43493 9.59525)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2411SUD</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>POINT (28.43493 9.59525)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2611SUD</td>\n",
       "      <td>4.570560</td>\n",
       "      <td>28.416390</td>\n",
       "      <td>POINT (28.41639 4.57056)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   EVENT_ID_CNTY   LATITUDE  LONGITUDE                   geometry\n",
       "0        2228SUD  13.450000  22.450000  POINT (22.45000 13.45000)\n",
       "3        2244SUD   3.691900  30.776300   POINT (30.77630 3.69190)\n",
       "5        2338SUD   9.595247  28.434934   POINT (28.43493 9.59525)\n",
       "10       2385SUD   3.883300  31.666600   POINT (31.66660 3.88330)\n",
       "11       2396SUD   9.595247  28.434934   POINT (28.43493 9.59525)\n",
       "18       2411SUD   9.595247  28.434934   POINT (28.43493 9.59525)\n",
       "38       2611SUD   4.570560  28.416390   POINT (28.41639 4.57056)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geo_acled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "x=world[world.name.str.contains('sudan',case=False)].geometry.buffer(0.001).unary_union\n",
    "dar=darfur.geometry.buffer(0.05).unary_union\n",
    "sudan = world[['geometry']].head(1)\n",
    "darf = sudan.copy()\n",
    "sudan['geometry']=x\n",
    "darf['geometry']=dar\n",
    "sudan.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [15, 15]\n",
    "f, ax = plt.subplots(1)\n",
    "base = sudan.plot(ax=ax,color='snow',edgecolor='silver')\n",
    "base = darf.plot(ax=base, color='gainsboro', edgecolor='silver')\n",
    "base = geo_jmac.plot(ax=base, color='red', marker='+', alpha=1, markersize=100)\n",
    "base = geo_acled.plot(ax=base, color='blue', marker='x', alpha=1, markersize=100)\n",
    "plt.savefig('Darfur/Darfur-map.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>GWNO</th>\n",
       "      <th>EVENT_ID_CNTY</th>\n",
       "      <th>EVENT_ID_NO_CNTY</th>\n",
       "      <th>EVENT_DATE</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>TIME_PRECISION</th>\n",
       "      <th>EVENT_TYPE</th>\n",
       "      <th>ACTOR1</th>\n",
       "      <th>ALLY_ACTOR_1</th>\n",
       "      <th>INTER1</th>\n",
       "      <th>ACTOR2</th>\n",
       "      <th>ALLY_ACTOR_2</th>\n",
       "      <th>INTER2</th>\n",
       "      <th>INTERACTION</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>ADMIN1</th>\n",
       "      <th>ADMIN2</th>\n",
       "      <th>ADMIN3</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>GEO_PRECIS</th>\n",
       "      <th>SOURCE</th>\n",
       "      <th>NOTES</th>\n",
       "      <th>FATALITIES</th>\n",
       "      <th>RECODE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>82533</td>\n",
       "      <td>625</td>\n",
       "      <td>2228SUD</td>\n",
       "      <td>82534</td>\n",
       "      <td>2008-01-09</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Headquarters or base established</td>\n",
       "      <td>JEM: Justice and Equality Movement</td>\n",
       "      <td>SLM/A: Sudan Liberation Movement/Army</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Darfur</td>\n",
       "      <td>West Darfur</td>\n",
       "      <td>Al Geneina</td>\n",
       "      <td>El Geneina</td>\n",
       "      <td>13.450000</td>\n",
       "      <td>22.450000</td>\n",
       "      <td>2</td>\n",
       "      <td>BBC Monitoring, Al-Ayyam; BBCMEP0020080109e419...</td>\n",
       "      <td>1. The coordinates of Geneina were used. 2. BB...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>82549</td>\n",
       "      <td>625</td>\n",
       "      <td>2244SUD</td>\n",
       "      <td>82550</td>\n",
       "      <td>2008-01-31</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Nahr Yei</td>\n",
       "      <td>Morobo</td>\n",
       "      <td>3.691900</td>\n",
       "      <td>30.776300</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring Middle East, 01 Feb 2008 BBCMEP...</td>\n",
       "      <td>LRA moving from Morobo to Tore in S. Sudan.</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>82642</td>\n",
       "      <td>625</td>\n",
       "      <td>2338SUD</td>\n",
       "      <td>82644</td>\n",
       "      <td>2008-05-01</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters Alertnet</td>\n",
       "      <td>Both SAF and SPLA/M have agreed to withdraw fr...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>82690</td>\n",
       "      <td>625</td>\n",
       "      <td>2385SUD</td>\n",
       "      <td>82691</td>\n",
       "      <td>2008-06-06</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>Central Equatoria</td>\n",
       "      <td>Kajo Kaii</td>\n",
       "      <td>Kajo Kaji</td>\n",
       "      <td>3.883300</td>\n",
       "      <td>31.666600</td>\n",
       "      <td>1</td>\n",
       "      <td>BBC Monitoring</td>\n",
       "      <td>LRA said to be moving toward Kajo-Keji</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>82701</td>\n",
       "      <td>625</td>\n",
       "      <td>2396SUD</td>\n",
       "      <td>82702</td>\n",
       "      <td>2008-06-15</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters Alertnet</td>\n",
       "      <td>The Joint Integrated Unit of troops from the S...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>82716</td>\n",
       "      <td>625</td>\n",
       "      <td>2411SUD</td>\n",
       "      <td>82717</td>\n",
       "      <td>2008-07-04</td>\n",
       "      <td>2008</td>\n",
       "      <td>1</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>Military Forces of Sudan (1989-)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Military Forces of Southern Sudan (2005-2011)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Kordofan</td>\n",
       "      <td>South Kordufan</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>Abyei</td>\n",
       "      <td>9.595247</td>\n",
       "      <td>28.434934</td>\n",
       "      <td>1</td>\n",
       "      <td>Reuters</td>\n",
       "      <td>Sudan's north and south armies have begun to w...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>82916</td>\n",
       "      <td>625</td>\n",
       "      <td>2611SUD</td>\n",
       "      <td>82917</td>\n",
       "      <td>2009-03-04</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>Non-violent activity by a conflict actor</td>\n",
       "      <td>LRA: Lord's Resistance Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>Sudan</td>\n",
       "      <td>Equatoria</td>\n",
       "      <td>West Equatoria</td>\n",
       "      <td>Yambio</td>\n",
       "      <td>Yambio</td>\n",
       "      <td>4.570560</td>\n",
       "      <td>28.416390</td>\n",
       "      <td>2</td>\n",
       "      <td>IRIN</td>\n",
       "      <td>Insecurity with LRA crossing border</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0  GWNO EVENT_ID_CNTY  EVENT_ID_NO_CNTY  EVENT_DATE  YEAR  \\\n",
       "0        82533   625       2228SUD             82534  2008-01-09  2008   \n",
       "3        82549   625       2244SUD             82550  2008-01-31  2008   \n",
       "5        82642   625       2338SUD             82644  2008-05-01  2008   \n",
       "10       82690   625       2385SUD             82691  2008-06-06  2008   \n",
       "11       82701   625       2396SUD             82702  2008-06-15  2008   \n",
       "18       82716   625       2411SUD             82717  2008-07-04  2008   \n",
       "38       82916   625       2611SUD             82917  2009-03-04  2009   \n",
       "\n",
       "    TIME_PRECISION                                EVENT_TYPE  \\\n",
       "0                1          Headquarters or base established   \n",
       "3                1  Non-violent activity by a conflict actor   \n",
       "5                1  Non-violent activity by a conflict actor   \n",
       "10               1  Non-violent activity by a conflict actor   \n",
       "11               1  Non-violent activity by a conflict actor   \n",
       "18               1  Non-violent activity by a conflict actor   \n",
       "38               2  Non-violent activity by a conflict actor   \n",
       "\n",
       "                                ACTOR1                           ALLY_ACTOR_1  \\\n",
       "0   JEM: Justice and Equality Movement  SLM/A: Sudan Liberation Movement/Army   \n",
       "3          LRA: Lord's Resistance Army                                    NaN   \n",
       "5     Military Forces of Sudan (1989-)                                    NaN   \n",
       "10         LRA: Lord's Resistance Army                                    NaN   \n",
       "11    Military Forces of Sudan (1989-)                                    NaN   \n",
       "18    Military Forces of Sudan (1989-)                                    NaN   \n",
       "38         LRA: Lord's Resistance Army                                    NaN   \n",
       "\n",
       "    INTER1                                         ACTOR2 ALLY_ACTOR_2  \\\n",
       "0        2                                            NaN          NaN   \n",
       "3        2                                            NaN          NaN   \n",
       "5        1  Military Forces of Southern Sudan (2005-2011)          NaN   \n",
       "10       2                                            NaN          NaN   \n",
       "11       1  Military Forces of Southern Sudan (2005-2011)          NaN   \n",
       "18       1  Military Forces of Southern Sudan (2005-2011)          NaN   \n",
       "38       2                                            NaN          NaN   \n",
       "\n",
       "    INTER2  INTERACTION COUNTRY     ADMIN1             ADMIN2      ADMIN3  \\\n",
       "0        0           20   Sudan     Darfur        West Darfur  Al Geneina   \n",
       "3        0           20   Sudan  Equatoria  Central Equatoria    Nahr Yei   \n",
       "5        1           11   Sudan   Kordofan     South Kordufan       Abyei   \n",
       "10       0           20   Sudan  Equatoria  Central Equatoria   Kajo Kaii   \n",
       "11       1           11   Sudan   Kordofan     South Kordufan       Abyei   \n",
       "18       1           11   Sudan   Kordofan     South Kordufan       Abyei   \n",
       "38       0           20   Sudan  Equatoria     West Equatoria      Yambio   \n",
       "\n",
       "      LOCATION   LATITUDE  LONGITUDE  GEO_PRECIS  \\\n",
       "0   El Geneina  13.450000  22.450000           2   \n",
       "3       Morobo   3.691900  30.776300           1   \n",
       "5        Abyei   9.595247  28.434934           1   \n",
       "10   Kajo Kaji   3.883300  31.666600           1   \n",
       "11       Abyei   9.595247  28.434934           1   \n",
       "18       Abyei   9.595247  28.434934           1   \n",
       "38      Yambio   4.570560  28.416390           2   \n",
       "\n",
       "                                               SOURCE  \\\n",
       "0   BBC Monitoring, Al-Ayyam; BBCMEP0020080109e419...   \n",
       "3   BBC Monitoring Middle East, 01 Feb 2008 BBCMEP...   \n",
       "5                                    Reuters Alertnet   \n",
       "10                                     BBC Monitoring   \n",
       "11                                   Reuters Alertnet   \n",
       "18                                            Reuters   \n",
       "38                                               IRIN   \n",
       "\n",
       "                                                NOTES  FATALITIES  RECODE  \n",
       "0   1. The coordinates of Geneina were used. 2. BB...           0       1  \n",
       "3         LRA moving from Morobo to Tore in S. Sudan.           0       1  \n",
       "5   Both SAF and SPLA/M have agreed to withdraw fr...           0       1  \n",
       "10             LRA said to be moving toward Kajo-Keji           0       1  \n",
       "11  The Joint Integrated Unit of troops from the S...           0       1  \n",
       "18  Sudan's north and south armies have begun to w...           0       1  \n",
       "38                Insecurity with LRA crossing border           0       1  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acled_movement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['1. The coordinates of Geneina were used. 2. BBC describes newspaper Al-Ayyam as \"liberal.\" 3. JEM established eight provinces and that it has further set up a judiciary system in these provinces to conduct tribal reconciliation and maintain security.'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acled_movement[acled_movement.EVENT_ID_CNTY=='2228SUD'].NOTES.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done\n",
      "Runtime is 104.07168197631836\n"
     ]
    }
   ],
   "source": [
    "print('Done')\n",
    "end_time = time.time()\n",
    "print (f\"Runtime is {end_time - start_time}\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
